{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Quadratic Edge Element for Maxwell Equations in 3D"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This example is to show the quadratic edge element approximation of the electric field of the time harmonic Maxwell equation.\n",
    "\n",
    "\\begin{align}\n",
    "\\nabla \\times (\\mu^{-1}\\nabla \\times  u) - \\omega^2 \\varepsilon \\, u &= J  \\quad  \\text{ in } \\quad \\Omega,  \\\\\n",
    "                                  n \\times u &= n \\times g_D  \\quad  \\text{ on } \\quad \\Gamma_D,\\\\\n",
    "                    n \\times (\\mu^{-1}\\nabla \\times  u) &= n \\times g_N  \\quad  \\text{ on } \\quad \\Gamma_N.\n",
    "\\end{align}\n",
    "\n",
    "\n",
    "based on the weak formulation\n",
    "\n",
    "$$(\\mu^{-1}\\nabla \\times  u, \\nabla \\times  v) - (\\omega^2\\varepsilon u,v) = (J,v) - \\langle n \\times g_N,v \\rangle_{\\Gamma_N}.$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Reference**\n",
    "- [Finite Element Methods for Maxwell Equations](http://www.math.uci.edu/~chenlong/226/FEMMaxwell.pdf)\n",
    "- [Programming of Finite Element Methods for Maxwell Equations](http://www.math.uci.edu/~chenlong/226/codeMaxwell.pdf)\n",
    "\n",
    "**Subroutines**:\n",
    "\n",
    "    - Maxwell2\n",
    "    - cubeMaxwell2\n",
    "    - femMaxwell3\n",
    "    - Maxwell2femrate\n",
    "    \n",
    "The method is implemented in `Maxwell2` subroutine and tested in `cubeMaxwell2`. Together with other elements (ND0,ND1,ND2), `femMaxwell3` provides a concise interface to solve Maxwell equation. The ND1 element is tested in `Maxwell2femrate`. This doc is based on `Maxwell2femrate`.    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Structure\n",
    "\n",
    "Locally we construct `locBasesIdx` to record the local index used in the bases. Globally we use ascend ordering for each element and thus the orientation of the edge is consistent. No need of `elem2edgeSign`. Read [Simplicial complex in three dimensions](../mesh/sc3doc.html) for more discussion of indexing, ordering and orientation.\n",
    "\n",
    "In addition to the edge structure, we need face and the corresponding pointers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "[node,elem] = cubemesh([0,1,0,1,0,1],1);\n",
    "[elem2edge,edge] = dof3edge(elem);\n",
    "[elem2face,face] = dof3face(elem); "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Furthermore we need pointer from face to edge. `face` is given by `auxtructure3` and is sorted according to global indices.\n",
    "`face2edge` is used to compute `uI`. So it is consistent with the local index system in `edgeinterpolate2`, i.e., if face is `(i,j,k)` with `i<j<k`, then the\n",
    "three edges are `[i j], [i k], [j k]`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "face2edge = zeros(size(face,1),3,'int32');\n",
    "face2edge(elem2face(:,1),:) = elem2edge(:,[4 5 6]);\n",
    "face2edge(elem2face(:,2),:) = elem2edge(:,[2 3 6]);\n",
    "face2edge(elem2face(:,3),:) = elem2edge(:,[1 3 5]);\n",
    "face2edge(elem2face(:,4),:) = elem2edge(:,[1 2 4]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "locEdge = [1 2; 1 3; 1 4; 2 3; 2 4; 3 4];\n",
    "locFace = [2 3 4; 1 3 4; 1 2 4; 1 2 3];\n",
    "locBasesIdx = [1 2 0; 1 3 0; 1 4 0; 2 3 0; 2 4 0; 3 4 0; ... % phi\n",
    "               1 2 0; 1 3 0; 1 4 0; 2 3 0; 2 4 0; 3 4 0; ... % psi\n",
    "               3 2 4; 3 1 4; 2 1 4; 2 1 3; ...\n",
    "               4 2 3; 4 1 3; 4 1 2; 3 1 2]; % chi"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Locally we construct `locBasesIdx` to record the local index used in the bases. For example, for basis $\\chi_i =\\lambda_{i_1}\\phi _{i_2i_3}$ for `i=4`, we can get `i1,i2,i3` by:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "i = 4+12;\n",
    "i1 = locBasesIdx(i,1); i2 = locBasesIdx(i,2); i3 = locBasesIdx(i,3);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Local Bases\n",
    "Suppose `[i,j]` is the kth edge and `i<j`. The basis is given by \n",
    "\n",
    "$$ \\phi _k = \\lambda_i\\nabla \\lambda_j - \\lambda_j \\nabla \\lambda_i,\\qquad\n",
    "   \\nabla \\times \\phi_k = 2\\nabla \\lambda_i \\times \\nabla \\lambda_j.$$\n",
    "\n",
    "Inside one tetrahedron, the 6 bases functions along with their curl\n",
    "corresponding to 6 local edges `[1 2; 1 3; 1 4; 2 3; 2 4; 3 4]` are\n",
    "\n",
    "$$ \\phi_1 = \\lambda_1\\nabla\\lambda_2 - \\lambda_2\\nabla\\lambda_1,\\qquad\n",
    "   \\nabla \\times \\phi_1 = 2\\nabla\\lambda_1\\times \\nabla\\lambda_2,$$\n",
    "\n",
    "$$ \\phi_2 = \\lambda_1\\nabla\\lambda_3 - \\lambda_3\\nabla\\lambda_1,\\qquad\n",
    "   \\nabla \\times \\phi_2 = 2\\nabla\\lambda_1\\times \\nabla\\lambda_3,$$\n",
    "\n",
    "$$ \\phi_3 = \\lambda_1\\nabla\\lambda_4 - \\lambda_4\\nabla\\lambda_1,\\qquad\n",
    "   \\nabla \\times \\phi_3 = 2\\nabla\\lambda_1\\times \\nabla\\lambda_4,$$\n",
    "\n",
    "$$ \\phi_4 = \\lambda_2\\nabla\\lambda_3 - \\lambda_3\\nabla\\lambda_2,\\qquad\n",
    "   \\nabla \\times \\phi_4 = 2\\nabla\\lambda_2\\times \\nabla\\lambda_3,$$\n",
    "\n",
    "$$ \\phi_5 = \\lambda_2\\nabla\\lambda_4 - \\lambda_4\\nabla\\lambda_2,\\qquad\n",
    "   \\nabla \\times \\phi_5 = 2\\nabla\\lambda_2\\times \\nabla\\lambda_4,$$\n",
    "\n",
    "$$ \\phi_6 = \\lambda_3\\nabla\\lambda_4 - \\lambda_4\\nabla\\lambda_3,\\qquad\n",
    "   \\nabla \\times \\phi_6 = 2\\nabla\\lambda_3\\times \\nabla\\lambda_4.$$\n",
    "\n",
    "\n",
    "The additional 6 bases for the second family are:\n",
    "\n",
    "$$ \\psi_k = \\lambda_i\\nabla \\lambda_j + \\lambda_j \\nabla \\lambda_i,\\qquad\n",
    "   \\nabla \\times \\psi_k = 0.$$\n",
    "\n",
    "$$ \\psi_1 = \\lambda_1\\nabla\\lambda_2 + \\lambda_2\\nabla\\lambda_1,$$\n",
    "\n",
    "$$ \\psi_2 = \\lambda_1\\nabla\\lambda_3 + \\lambda_3\\nabla\\lambda_1,$$\n",
    "\n",
    "$$ \\psi_3 = \\lambda_1\\nabla\\lambda_4 + \\lambda_4\\nabla\\lambda_1,$$\n",
    "\n",
    "$$ \\psi_4 = \\lambda_2\\nabla\\lambda_3 + \\lambda_3\\nabla\\lambda_2,$$\n",
    "\n",
    "$$ \\psi_5 = \\lambda_2\\nabla\\lambda_4 + \\lambda_4\\nabla\\lambda_2,$$\n",
    "\n",
    "$$ \\psi_6 = \\lambda_3\\nabla\\lambda_4 + \\lambda_4\\nabla\\lambda_3.$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Suppose `i,j,k` are the vertices of the `l`-th face and `i<j<k`. The two\n",
    "basis associated to this face are\n",
    "\n",
    "$$ \\chi_l^1 = \\lambda_j\\phi _{ik} = \\lambda_j(\\lambda_i\\nabla\\lambda_k -\n",
    "\\lambda_k\\nabla\\lambda_i),\\quad\n",
    "   \\chi_l^2 = \\lambda_k\\phi _{ij} = \\lambda_k(\\lambda_i\\nabla\\lambda_j -\n",
    "\\lambda_j\\nabla\\lambda_i).$$\n",
    "\n",
    "Inside one tetrahedron, the 8 bases functions assocaited to the four\n",
    "local faces `[2 3 4; 1 3 4; 1 2 4; 1 2 3]` are:\n",
    "\n",
    "$$ \\chi_1^1 = \\lambda_3\\phi _{24} = \\lambda_3(\\lambda_2\\nabla\\lambda_4 -\n",
    "\\lambda_4\\nabla\\lambda_2),\\quad\n",
    "   \\chi_1^2 = \\lambda_4\\phi _{23} = \\lambda_4(\\lambda_2\\nabla\\lambda_3 -\n",
    "\\lambda_3\\nabla\\lambda_2).$$\n",
    "\n",
    "$$ \\chi_2^1 = \\lambda_3\\phi _{14} = \\lambda_3(\\lambda_1\\nabla\\lambda_4 -\n",
    "\\lambda_4\\nabla\\lambda_1),\\quad\n",
    "   \\chi_2^2 = \\lambda_4\\phi _{13} = \\lambda_4(\\lambda_1\\nabla\\lambda_3 -\n",
    "\\lambda_3\\nabla\\lambda_1).$$\n",
    "\n",
    "$$ \\chi_3^1 = \\lambda_2\\phi _{14} = \\lambda_2(\\lambda_1\\nabla\\lambda_4 -\n",
    "\\lambda_4\\nabla\\lambda_1),\\quad\n",
    "   \\chi_3^2 = \\lambda_4\\phi _{12} = \\lambda_4(\\lambda_1\\nabla\\lambda_2 -\n",
    "\\lambda_2\\nabla\\lambda_1).$$\n",
    "\n",
    "$$ \\chi_4^1 = \\lambda_2\\phi _{13} = \\lambda_2(\\lambda_1\\nabla\\lambda_3 -\n",
    "\\lambda_3\\nabla\\lambda_1),\\quad\n",
    "   \\chi_4^2 = \\lambda_3\\phi _{12} = \\lambda_3(\\lambda_1\\nabla\\lambda_2 -\n",
    "\\lambda_2\\nabla\\lambda_1).$$\n",
    "\n",
    "**Reference**: See page 12, Table 9.2. Arnold, Douglas N. and Falk, Richard S. and Winther, Ragnar.\n",
    "Geometric decompositions and local bases for spaces of finite element\n",
    "differential forms. *Comput. Methods Appl. Mech. Engrg.* 198():1660--1672,\n",
    "2009.\n",
    "\n",
    "Locally, we order the local bases in the following way: \n",
    "\n",
    "$$\\{\\chi_1^1,~\\,\\chi_1^2,~\\,\\chi_2^1,~\\,\\chi_2^2,~\\,\\chi_3^1,~\\,\\chi_3^2,\n",
    "   ~\\,\\chi_4^1,~\\,\\chi_4^2.\\}$$\n",
    "\n",
    "and rewrite the local bases as: \n",
    "\n",
    "13- 20: $$\\{\\chi_1,~\\,\\chi_2,~\\,\\chi_3,~\\,\\chi_4,~\\,\\chi_5,~\\,\\chi_6,~\\,\n",
    "  \\chi_7,~\\,\\chi_8.\\}$$\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Degree of freedoms\n",
    "\n",
    "Suppose `[i,j]` is the kth edge and `i<j`. The corresponding degree of freedom is\n",
    "\n",
    "$$l_k (v) = \\int_{e_k} v\\cdot t \\, {\\rm d}s \\approx \\frac{1}{2}[v(i)+v(j)]\\cdot e_{k}.$$\n",
    "\n",
    "It is dual to the basis $\\{\\phi_k\\}$ in the sense that\n",
    "\n",
    "$$l_{\\ell}(\\phi _k) = \\delta_{k,\\ell}.$$\n",
    "\n",
    "The 6 degree of freedoms for $\\psi_k$ are:\n",
    "\n",
    "$$l_k^1 (v) = 3\\int_{e_k} v\\cdot t(\\lambda _i - \\lambda_j) \\, {\\rm d}s  \\approx \\frac{1}{2}[v(i) - v(j)]\\cdot e_{k}.$$\n",
    "\n",
    "The 8 degree of freedoms for $\\chi_i$ is given in `edgeinterpolate2`. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dirichlet boundary condition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dirichlet boundary conditions. \n",
      "Conjugate Gradient Method using HX preconditioner \n",
      "#dof:    21424,   #nnz:   639262,   iter: 39,   err = 7.7689e-09,   time = 0.59 s\n",
      "Conjugate Gradient Method using HX preconditioner \n",
      "#dof:   163424,   #nnz:  5701026,   iter: 40,   err = 8.8053e-09,   time =  4.7 s\n",
      "Table: Error\n",
      " #Dof        h        ||u-u_h||    ||Du-Du_h||   ||DuI-Du_h|| ||uI-u_h||_{max}\n",
      "\n",
      "   436   5.000e-01   1.13740e-01   5.82980e-02   4.43112e-02   3.59660e-02\n",
      "  2936   2.500e-01   2.84527e-02   1.49856e-02   1.20812e-02   3.47958e-03\n",
      " 21424   1.250e-01   7.12530e-03   3.72448e-03   3.11254e-03   2.39778e-04\n",
      "163424   6.250e-02   1.78245e-03   9.25140e-04   7.88591e-04   1.56095e-05\n",
      "\n",
      "Table: CPU time\n",
      " #Dof    Assemble     Solve      Error      Mesh    \n",
      "\n",
      "   436   1.20e-01   1.20e-01   4.00e-02   1.00e-02\n",
      "  2936   1.40e-01   1.70e-01   5.00e-02   1.00e-02\n",
      " 21424   6.70e-01   5.90e-01   3.70e-01   2.00e-02\n",
      "163424   3.67e+00   4.68e+00   1.38e+00   5.00e-02\n",
      "\n"
     ]
    },
    {
     "data": {
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B77B169bPPvuMvys8Q26FWD99J48TGBg4Z86cVatWmf/LPCAgYN68eatWrRo/frxw+48//ihK0/X+laj3NwjAXugtmENvwUboLRB6CzZUhd4CD70FcANcsgde4datW8KL9jt06GDvEZYuXcpPXxocHLxly5bOnTsTUb9+/bgRudyF7pWVlf/6179MLhrnbNiwYciQIdztgIAA/uRSZWXlpUuXOnXqNHz48OzsbG7jli1bXn/9dSIqLS3ds2cPfxB+cse3336bPxE6Y8YMfmT+2LFjp02bxn+ZLVu2bPTo0ebF+Pv7L1q0aNy4cfy34H/+8x/+0cjIyG3btoWFhRFR//79u3fvbjIDgig11PuGEFFGRgZ38Tm3T3Z2dq9evYjokUceiY2NnTZtGvfQ1atXDx8+HB8f72RJddm0aZOVwdudOnVas2YN3xHft28f/w+YRx99lB+J3aNHj969e+/du5e7y43W5l6OcHLH4OBg4TUIYr0iez/AXA2hoaH8ESIiIoSF2aKkpMRkgPTo0aP5k/Y2ioyMlEgk/HHOnj1r19MDAgIWL17MvzkXLlz4xz/+sXDhQrsO4mRVH3/88bx58/idW7Vq9fe//92WVsT66Tt5nOXLl3M9yAkTJhQWFubm5vIPLVu2bMKECUQ0ceLEy5cv83+sjh8/LkrT9f6VqPc3CMAu6C2YQG8BvQX0FpyB3gL/FPQWwFMwQgq8gq+vr/A0i8WBo9b9/vvv/O3x48dzX8+cdu3aCVfwFe7J69ixI/+Hkogef/xx4aPcxfbCcfiHDx/mvvJ37dpVXl7ObWzfvn1SUhIR3b17VziKfuzYsYUCI0eO5B/69ddfz5w5Y15PRkZGamqq8JwM/5VARFOmTOH6l5zHHnssLi7O5AhO1mDLG0JEwpllR48ezX2dcJ566qnnn3/+6RoSicT5t8Ux//73v7mfCycrK+tyjU8//ZTbeP36dY1GI3w5thDxFTn5ARbLpk2bBg8eLFwDu14SiUQ4Xl3Y67WRTCYTnpFbs2bNoUOH7D2IY1VduXLl2WefnTVrFn8a39fXd/ny5dzSM6tWrXrWktTU1LKyMrF++k4ep0WLFuPGjeNftXBGj8DAQOHJRrlczt/m1u12z18JABGht2ACvQX0Fvi76C04AL0FQm8BPA0jpMArBAQEdOzYkf9is758RmVlJX+JskQi4UZ+CpfDEM6/yG/hw/iCgoLS0lJh742ITCZWNFkcmutEDh48ODg4mJ8DcsuWLdOmTROOwB89ejT3rXbq1ClhL/nRRx+18nLOnTsnHIRMRG3atDEZMVtWViacXlG4kg4nISHBZPCzkzXY8oZwrfAbhV82RNSsWTPhIkdEdOTIEWdKctjEiRPXrVtnsjKxwWDYsWMH98XJsuyVK1ccOLKTb7KQkx9gx2zYsMFoNJ46dWrjxo3btm3jNubn56elpdk+XajBYBBOGeDYHKX//Oc/d+zYwZ0/v3fv3iuvvPLkk086cBy7qtq2bdvMmTOvXr3KbwkNDf3444/59/+nn3765ptvLB4/IyPjwoULovz0nfwUdevWTdiZFi773a5dO+HVTMJrTERp2sa/EgAiQm9BuAW9BYslOQy9hbqgt4DeAnoL4DoYIQXeonv37vxtg8Fw/fr1uvZMSEiIqPHYY48RUUlJSXFxMb+D8I8sp02bNvzt6upq87VmW7duLbxrcZ6FgIAAYai/ZcuWyspK4fygfCfm9OnTdRVvTth35HTr1k14fTURlZWVCQdL80v/8My/PJyswZY35ObNm9yZE47JF4w5J0uyYsqUKT/W0Ov1n376qcmA4Xnz5vFfpeXl5dOmTUtISHj99dc3bdr0888/O9a/JPFekfMfYFuUlpbeqMGd4ouMjOzevfuoUaM+/fRT4Wd727ZtwnqsM5mX1LEuZkREhFqt5u8ePnx4zZo1DhzHxqoqKyvnzZs3ceJEYf9y4MCBP/zwg3n/vi5i/fSdPI7JXwPh4BGTX1tfX9NTUG74KwEgOvQWeOgtWCzJCvQWbIHeAg+9BVGaRm8BrMMIKfAWcXFx/FmX8vJyjUYjXCyZZzAYhItEcCNOW7Ro4e/vzw+jNc/aTb4vIyMjTXawcV7GsWPH8ueCcnJyduzYcePGDe5uTEwMPz2kyfGTk5OtHN+8Z2a+JSwsrGXLlvz0jQaDweSL0HzUtJM12PKGBAYG+vn5VVRUcHfrWj9YrJKsaNeu3X333cffjY+Pf+yxxyZPnsyfkb569eq+ffsefvhhInrllVeEE1IGBgYmJCR069atd+/eW7du3blzp+3tivWKnP8A2yItLW3Dhg3c7VmzZi1YsIB/SCKRPPbYY8LJd23sxVZXVy9fvly4RXj5gF0UCsWnn37Kz2hw8eJFx45Tb1VlZWUKhYL/a0NEAQEBCxYsmDZtmo1r5XDE+um77veiXm74KwEgOvQWrGxBb8E69BZsgd4CB70FsZpGbwGsQyAF3mLEiBHLli3j765atWr06NHmw1aFa4sQEddpaNasWbdu3fjLm3/99VfuXCgvLy+Pv922bVvhGSS7yOXy8PBwrltZUVHx6quv8g/xI/Cp9vlbIlq6dKldJ4L45SqEYmJi+HHaWVlZCoWCf6igoIBf94TnZA22aN68edeuXfmqDh48aPK2P/nkk3zfV6VSmQzxdUVJQgqFQniJxMmTJx9++OHy8vIvv/yS3zh+/PiMjIyWLVtyd4UzztpCrDfZPR/gbt268beFazBZFBERYXF5YBOrVq0STooZFRXF/Uo6QCKRZGRkJCcnOzApjO1VVVdXT5o0SafT8Y92795do9GYrLPDWb16dWZmpsUmQkJCxPrpu+FX1QubBnAYegs89BZEgd6CCfQWCL0Fr2kamgIEluAtkpKSUlJS+LtXrlwZPny48HuioqJiwYIFwv5BYGAgv8ZHz549+e3//e9/hWvB3r17V6PR8HdN/qraxc/Pb9SoUfzdy5cv87eFkw6EhoZGRUXxd//3v/8JD3L9+vVRo0Y98sgjjzzyyJAhQ2y8dlp4knPv3r0LFizgTjYWFBRMnjxZuDKx62owJ1z/4tNPPxW+7Tqdbs+ePedqdOnSxT0l8fiVmzncSPsjR44I36s333yT719WV1f/8ssv9R5WOGWJiK/IDR9gky6m8KTf3bt3V69ezd+Niopq3769ydPv3btXUePy5cs//vjjpEmT3njjDeE+aWlpzozE7tWr10svvWTXU+ytatOmTSb9yy1btljsXxJRUFBQaB0kEolYP303/154vGnrk/4A1Au9BevQW7AXegsm0Fsg9Ba8oGn0FpoOBFLgRRYsWCCcfPHKlStDhw7t3r07t1ZFfHz8kiVLhPsvXLgwKCiIu/3CCy/wI0KLiorGjBmTl5dXXl7++++/P/3008K1IWbMmOFMkcLVc3gMwzzwwAPCLS+//DJ/OyMjY/ny5devXy8tLd2yZcuECRN+/PHH33777bfffmvfvr35FA8WzZo1SzhVxJIlSzp16tSnT5/77rtP+OpcWoO5qVOn8md6i4qKxo8ff/jw4WvXrq1bt27OnDn8bpGRkdzUqm4oideqVSvhHI1Go5HMLlwXnkv817/+JbzuXTjJpXCw8fHjx995552vvvqKe9vFekVu+AA/+OCD4eHh/N1nnnlm/vz5W7du/fTTT+VyuXA5noEDB5o/feHChW1rdOvWbdSoUVu3bhXuEBsb+/TTTztWG++NN96IiYmxfX+7qiorKxPOPUFE1dXVCoXiCUuES8vXRayfvjt/LzzStJXfIAAHoLdgBXoL9kJvwQR6C+gteKpp9BaaJlyyB14kMjJy8eLFs2bNEp6VunjxosWlK0aNGpWamsrffeCBB55//vlVq1Zxd3/++edBgwaZP+vJJ58cPny4M0UOHDgwIiJCeLaTiISrpXKef/75jRs3/vHHH0RUXl4+f/78+fPnm+zj4+NjceYLi6KioubMmfPuu+/yW27fvn327FnutnBBH9fVYC4pKWnKlCkfffQRd3ffvn0WZ3nk13xxQ0k8iUQSGRl5/vx57i73I+vWrVtAQAA//8ILL7ywcePGoKCgX3/9lVuZmyd8P7t27Sp8aPHixUQ0adKkDz/8UKxX5IYPcKtWrRYuXPjCCy9wdysrK5cvX24yewIRtW/fnv952S42Nvbjjz+2eP2IXQIDA997772JEyc6eRyLVf3xxx8mqwufOHHCZMEp3p07d+o9vlg/fXf+XnikaSu/Qc4cFpos9BasQG/BXugtmEBvAb0FTzWN3kLThBFS4F0mTpy4e/fueocZjx8/3vxq7f/3//6fyWopJmQy2fvvv+9khT4+PuZLzJosEszttnbt2l69etV1HF9f348++sh8SWYrXn/99VWrVpkPck5LS+P7DUTEn+hzRQ3m1Gq18MIEc6+88sq4cePcWRJPOLKd+xL19fUVfllWVlbu3r3722+/5fqXwjMzwh6nXC6va2y5iK/IDR/gCRMmWJ+MMzw8/L///W9ERIS9h92zZ09dQ9ntNXz4cOufKBuZV1VXb9JhYv303fx74f6mrfwGATgGvQUr0FuwF3oLJtBbcP6wQugt2Ai9haYJgRR4nd69e+v1+ldeeaVnz54mK49KJJL77rvv22+//c9//hMaGmryxBYtWmi12o0bN8bGxpp8iXbs2HHlypVfffVV27ZtbamhWbNmwrM3wrHcZDYOv2vXrsJFW3hxcXF6vX7evHkmjUokkiFDhnzzzTfmZ0rrNXHixFOnTn3zzTcLFiyYNWvW2rVrf//997S0NH6uUKq9sKtYNVh5Q1q2bLlhwwaNRtO5c2eTtz0+Pn7z5s3p6enCjaKUZDIeuK7hwcLvxZMnT3K9zDlz5rz11lsmn5/g4OCFCxdqtVrh/vwy1d26dcvKyurXr5/FzplYb7IDH2CTT6Yt3nvvvW3btiUkJJgsetKyZcu5c+cePnyYn03DyqBriUTStWvXsWPHpqenf/fdd6tXr+Yvh6mXLWO5Fy1axM/WYfvT663KlolX7SXWT1+s4zgwVN4NfyWs/wYBOAa9BSvQWzB/jeZ3eegtmENvQVzoLfDQWwATEu5KaQDvVFZWdvTo0d9//7158+ZxcXFxcXHCaSOsuH379rFjx1iWjY6O7tmzZ3BwsKtLte7y5ctHjx69ceNGhw4dpFKpjT1doe++++7QoUPc7TZt2ghPct69e1cqlZaWlnJ333vvvWnTprmihnqVlJQcOXKksLAwJiamS5curVu3tr6/G0qqS2lp6fHjx/Pz81u0aNG1a9eOHTvaMoC8rKzMaDSWlZX5+/u3adNGOE8HR6xX5IYPcFlZ2enTp0+fPh0cHBwbGxsdHY11eZ0k1k/fg78Xrm663t8gAMegt8BDb0Fc6C2gtyA69Bbqhd5Ck4JACqBh0Gq1wnWjV69ePWHCBO722rVr+YHlzZo1y83NNbkGGwAAAJoC9BYAAKABQSAF0DBcuXKle/fuVVVV3F1fX9/4+PgePXqcPXv2p59+4ncbN24cP2koAAAANCnoLQAAQAOCQApcLicnJycnh7s9cOBAi2vEgi0+++yzF198sbKysq4d+vfvr9FoIiMj3VkVAACAk3xzfH1y/rwSqmpgVeXAOr/poF7oLQAAQEPhk5aW5ukaoJH75JNPFi5cyMVSHTt2RCDlsF69eiUlJRUUFPCLE/NCQ0PnzZu3YsUKj89/AQAAYC+/T/wCFgb45vj65vje63ivamCVpytqwNBbAACAhsK3/l0AwGskJycnJyezLHvs2LH8/Pzq6upWrVp17NgxISHBZI0hAAAAaJrQWwAAgAYB30kADQ/DMAzDeLoKAAAA8F7oLQAAgJfDsp0AAAAAAAAAAOBWGCEF4hPOYs7dFd5euHAhfxdznAMAADRBwlnMubu1bv/VU8Ac5wAAAI0WVtkD8S1cuFCYOlkxZMiQoUOHuroeAABocKZNm+bpEsCF/Bf6BywMsGXPvUP27h2619X1AABAQ4TeQkOHEVLgSb6+vv7+/p6uopbs7OzExMQOHTp4uhAioszMzJkzZzbKRl3XSnZ29pgxY0Q8oFilOv/Rys3NJaLExETHnu7YCyksLMzNzbX3LXXgxdpVnl3Ht/HINr69Nr4htjRa7z71vkzrR7D+iqw/aqVpK0+0jjQCsAAAIABJREFU8qy6Sq3rKbm5uf/5z3/QywTyyq6Ck3+NxeWRroJ7Okuue59FP7KIB3T+B+rMERx+IY59JOwt1d7ybD++7Ue28ZXaeEBRegtO7uBMb8HKka28UegtgBACKfCkpKSkl19+2dNV1FJYWJiUlCRuouFwJdnZ2e5/f7Kzs8eOHevqXqbrWsnNzRX3yJmZmaL8FJz/aK1YsYKIHCvG4Y9Tbm5uYWGhvU+098XaWx73U7al42j7kbOzsw8cOFDvnja+IbZ8wuv9aNX7Nlpvxforsv6olXfYyufQSsF1vdi6nrJixYry8nKLtUFTk9guMfFlr4h+eM78NRadWF9SdnFPZ8l177ONf/BtJ1apovT9nPlIOPxCHPtI2FuqveXZfnzbPxI2vlIbS7WlJ1DvR6LeLof1VqyXav1RK01beaPQWwAhBFIgvoEDB6alpfF3TaaU4qnV6uTkZDfWZRMvGRvF8UgxXvUOOED0+sU6oMffWIcLcOCJrn6xdh3fxp3FrdmWo9W7j5MlWX+6M4868Ky6HvL47wV4StXAqrK0Mv6ub46vcBqpWrREeiIVkcIdhdkiOjq6oKDA01X8CV0FB4hev4gfCc++tw6/ENG/NURh+/FdsadYR3N1b8H6D936o+gtgPMwhxS4XF1TSjEMo9PpsCBx0zRo0KANGzbg28UuXnVOXlyFhYXPPvvs7t27PV1I/XJzc1esWLFhwwZPF0Lkod8j93wOuXOeGITfdNSaUoohYi3txBBpiGRuKgk8rhF/67lUXFzciRMnPF2FSzSgj4RXleqRj0RaWpp7xlGit9DQNfN0AdCwLVmyZNasWY49l2VZuVzOsqyoFQEAAEBDpiAyEKnNtrNEciIpkd7NBQEAAIBLIJACB1VXV+/atevLL78sLi62/VkKhUI4JAqZVJOFsVEOiI6O9nQJLtSAPhLeU6pHKmncn0PwFgyRymospUQs1fjhr41jvOdLSnQN6CPhVaXiwl7wZrhkDxyxePHinTt3Xr9+nYh69uyp1Wqt7Cy8ZE+tVqempqanpwufwjCMRqORyWSuKxgAABoQDMJvaoSX7BVOLezwH8G/ZFiidCKtpacpiFREjKurAwAA78It//fll1+2adMGvYUGDZOagyO6devWvHlzItq+fbtEIrG+88CBA4cMGeLr65uUlJScnMwwjEqlYhhGrVZzO7Asq1QqFQqFSqVydeUAAADgffYQ7eduFRYGdqB5fz3CEGmIVJZGRWmJ9EQyxFIAAE3Ll19+WVhYWFhYOGLECE/XAk5BIAWOGDVqFHfjjz/+uHv3rvWdBw4ceOzYMX9/f35iPy6TIiJhJsWNmUImBQAA0HT4L1xYMXkykZ7oz8HUiUlqYlnS60mh+Gs/hkhHxJrFUmxNLKUgSkUsBQDQJHDX33DjqT1dCzgFc0iBx6hUKj6QIiKWZdVqdXp6uucqAgAAAPcJfOmlgIULW4wc2ez8+b+2siwplaRUknmXgCHSWVprjyVSE8mJ0IkAAABoODBCCupRWFgoXIv9b3/72/333y/WwU3GSfG3MU4KAACgcfNfuLD5J58QUbPz57kbf+JnmVSrqVOnWuOkOAoiBZGWKJ2IFWxnidRE2pq5pQAAAMC7IZBqQs6dO3fw4MEhQ4aEhISYPFRSUnLq1KnCwsKIiIjY2NhWrVrxDxkMhhUrVvB3n3vuOREDKSJSqVTJyclyuZzfolarWZbVaDQitgIAAABepWLy5OaffFJrbJQJhrGQRvEURDIiPWIpAACAhgqBVBOyZs2anTt3dunSJT4+Xrj9m2++WbJkSWlpKXe3efPm06ZNS01N5e7269fv+++/53f29/cXvTCZTGYwGORyOcuy3BatVqvX6w0Gg+htAQAAgMf55uT45ORUDhxYa2yUCYWC0tMpOZnqWoeXqYml1hNpEUsBAAA0MJhDqkm4ffs2l0aZP3To0KF//OMfpaWlQ4YMef3118eMGVNRUfHBBx9s27aN28HX1zdEwBWBFBExDKPT6RiG4bewLCuVSvmICgAAABoNn5ycgJpL9uqkVpNaTXv21HMshkhFpCNSmz3EEqmJpJhbCgAAwBthhFQjt3fv3szMzPPnz9e1Ft66deuqq6vHjx8/d+5cbkt0dPSKFSvWrVs3fPhwESvJzc1NS0sTbuEWR+BxmZRwnBTLsnK53CSoAgCAxmfFihWFhYX83dzcXCzkDPZhiFREqUTrzZIptma0lIpI4e66AAAAoC4IpBq56urqysrKqKgoIiooKKisrBQ+evfu3by8PCJ69tln+Y0pKSlr1qxhWfbixYuRkZH1NiGRSGyppEOHDmPHjhXeNd+Hy6SUSqVer+e2cJmURqOR1TVcHwAAGr6kpCRPlwCNAmM1llISpVtapA8AAAA8AYFUI/fQQw899NBD3O05c+b88MMPwkcvXLhw9+7dNm3aCIMnf3//2NjYP/7449y5c/UGUqtXr7axkg4dOiQmJta7G8MwGo1m/fr1/NJ7LMsqlUqFQoGl9wAAGiuTL4gDBw6Ul5d7qhhwg6qBA8vS0kzX1zOhUBDDUHKy3UdnrMZSciIGsRQAAIDnYQ6pJu369etE1LZtW5Pt3BbuUfdjGCY1NZUPpIiIZVmtVpuejhkgAAAAGoPKgQMrJk+2tsQeEen1lJpa54zm9WKIVESGOuaWkhMpifQOHhsAAACch0CqSbt37x4R+fn5mWxv3rw5EVVUVHigJiIiYhhGpVKZZFJqtRqZFAAAQOPgm5Pjm5NjbQ+WJbmcnFzehKmJpRRmD2lrYinnWgAAAADHIJBq0rhAqq7tNk4O5TommRQRIZMCAABoHO5OnlyWlkZE9zp2LKu97MlfRMmkqOYaPYOly/S0iKUAAAA8A4FUk8aNjbp9+7bJdm7mDvORU+6nUqk0Go1wi1qtViqVnqoHAAAAxFKellaWllby22/CjRUjHq11mZ5YmRQRMUQ6S7EUWxNLpSOWAgAAcB8EUk0aN1dUYWFhdXW1cPu5c+eIKCIiwjNl1aZQKAwGA8Mw/BatViuVSj1XEQAAAIijPC2NiKoGDtw7ZMip/r2u9Wh58dYhQ+DRip5d/tpJxEyKamIpnaVYSl0TSwEAAIDrIZBq0iIjI4OCgu7cuXP8+HF+47Vr1/Lz8yUSSadOnTxYmxDDMDqdTphJsSwrlUpZsfqmAAAA4DmVAwfuHTr028GP+32wtrJnl4ogn4JOJdd6tPxrD3EzKSKSEemINERM7e0skZpIilgKAADA5RBINWk+Pj79+/cnouXLl/PzSS1duvTevXu9evVq3bq1R6urxWImJZfLkUkBAAA0Dr5to0PkKdHpn7dOmV0R5FPMBFnIpPR6MZtUIJYCAADwGARSTd306dObN2/+yy+/jBw58u233x4zZsz27dslEsnMmTM9XZopLpOSCeaV4DIpvbh9UwAAAPAcv4iY1imzpSsPhCjmXesZbJpJKZUk7vImTE0spUYsBQAA4FYIpJqQZs0s/Lg7der0wQcfdO7c+erVqzt27CgsLGzfvv3777/fp08f91dYL4ZhNBqNcOk9lmWVSiWW3gMAAGhM+FiK1GrTTEqrFTmTIiKGSFUTS5lgEUsBAAC4hK+nCwD3WbRokcXt999//6ZNm0pKSoqKiiIiIsLDw13Rem5ublpaGhEtXLjQmeMwDJOamkpEfCzFsqxWqyUilUrlZJEAAOBZK1asKCwszM3NHTFihKdrAc/jYqkKWUpFerrfyrV/buUyKSIS/XufIVIRpRKtN0umWCI1kZZIRaQQuVkAAICmyYfLCAD8/f3btGkTGBjoioPn5eVdunRpyJAhSUlJHTp0cPJoYWFhMplMIpHwF+sZjUa9Xi+RSIQX9AEAQINTVFQUHR1NREFBQQkJCZ4uB9wnLy/vm2+++f7777Ozs8eOHSt8yKdFqM/jT5BE8tcEUkYj6fUkkZArvvfDiGRECqJwIn3th4xEm4nWE8WbXd8HAADukpaWtn79+tzc3NjYWPQWGjQEUuAOeXl5nTp1Sk1NdT6N4plkUkSETAoAoKHr0aNHjx49jh07VlVVhS5mk5KXlxceHq5QKMaOHRsSEmJhD5mMGIY2b/5ri+syKaovllqPWAoAwGNCQkKSkpKKi4tx+qqhwxxS0ICpVCqNRiPcolarlUqlp+oBAAAAh3Xo0CExMdHauSuFgmp/75NaLf58UkIMkYrIUMfcUnIiuVlcBQAALpaYmFjP9wU0EAikoGFTKBQGg0G4RavVSqVST9UDAAAALqRQUO3vfVKrSam8mPlqxeV8VzXK1MRSCrOH9ERyIiUR66rGAQAAGisEUtDgMQxjMBgYhuG3sCwrlUpZlvVYTQAAAOAiDEMGAwm+90mrDXp/TYFq3LWsxa6NpTR1xFJaxFIAAAB2QyAFjQHDMDqdziSTksvlyKQAAAAaIYYhnU6YSYWcuxP98S/Xshb7RcS4uOmaWEpWeztbE0ulI5YCAACwCQIpcJOrayszRqw1FhW76PhcJiWc0RyZFAAAQKNllkn53a7q9os/ued7nyHS1RFLqWtiKQAAALAKgRS4QwtJcGl1ibGoWDP1M5dmUhqNRq1W81u4TEqr1bqoRQAAAPAYs0yKWJbkcjdlUlQTS2nM1tpjidREUsRSAAAA1iCQAncorS4JHeHD9I3mMin2YIGLGmIYJjU11SSTSk9PT3fpEjwAAADgtKtrK7Pnb7fvOVwmJRgfbZJJnRwXZXgx6faRvWIVaYECsRQAAIAjfNLS0jxdAzR+eXl5LcNbTJjxVECw/3HdGfZgQVlJubSvS2Z5CAsLk8lkEolEr9dzW4xGo16vl0gkwgv6AADAa+Xm5lZVVSUkJHi6EHCfE7+euvVbxcUTV4jIvh5CWBjJZHT48F8Do4xG2ryZRo+msLBiXVbFlfxifVaxLstf2stVM0yFEcUTjSYKJ2KJjIKHjER6ovVEN82u7wMAACegt9AIIJACd8jLy/P19U0e/Eh4VCiXSRmLil2XSRGRSSZFRMikAAAaCnQxm6D9v+y716Hs3mk/bhi1I5lUeDjx3/tcJhUf3zJluk+L0DtH9t27XVysz6q4nO/P9PJpESr+CyCiMCIZYikAADdBb6ERQCAF7sAFUklJSQHB/lwXkxsnRfb2OO0hk8kYhtm8eTO/BZkUAECDgC5mE8QPpj709VEHMymGMc2k9uzxeeiRoMcnh8hSuFiqnD1Smrv93u1iv7Yx7oil9LUf4mMpbkQVAAA4Ab2FRgBzSIEHyKf3l03vR0T6Vft1q/a5riGFQmEwGIRb1Gq1XC53XYsAAADgMKZv9JgFw8ixHgLDkEpFgnkkiWVJqaT0dL+ImNYps6UrD7ROmV1xJf9a1uIC1bhrWYvFLN20GCIVkYFIbfYQS6QkkhJpXdg+AACA90MgBW6SmZkZFxc3aNAg7q58en++x2n3DKb2YBjGYDAwgiV49Hq9VCpl3bYEDwAA2GzQoEFxcXGZmZmeLgQ8Jv6Jno5nUkQWMimtltLTiYiPpUJkKVwsZXgxyfOxlN6F7QMAAHgzBFLgJjNnzjxx4sTu3bv5LfFP9HxtyxQiOvT10YwRa13XNMMwOp1OmEmxLCuXy5FJAQB4m927d584cWLmzJmeLgQ8SfxMSq2mmvV2/SJiImcula48ENirv1fEUnLEUgAA0EQhkAJPCosKeW3LlLCoEGNRccaItcaiYhc1hEwKAACgAYl/oqdTV/ebZFJEwkyKiPwiYmLSv4icsdSvbQwfSzlZcz2Y+mIpJRHr2hIAAAC8CgIp8LCwqBDlR+O5TCosKsR1DXGZlEKh4LdwmZRwJT4AAADwEvyMk4e+PupgJqXR1NpSO5MiohB5SnT6561TZvu1jZF+eMCpcm3E1MRSCrOHtIilAACgacEqe+AO/Cp7Fh8NCPbvIe/62FyZq8sICwuLj48PDw/nQyij0bhnz56bN29i6T0AAO+BdXOaIItdBX5lXmNRcVlJud0r88bHk0xG69f/tUWvJ4mEBF/6Pi1Cg3oNaJk43FWL7lkURjSaSEF0uHb8ZCQ6RLSZ6CYRQxTmvooAABoc9BYaAYyQAq/g0rFRQgzDqFQqtWAYP8uyWq02vfYpUwAAAPAG3DgpY1Hxoa+PsgcL7H6+TEa119sltZqUSpO9/CIsRF2unViKiBgiHZGBSFZ7O0ukJpITpWO0FAAANGYIpKApMs+k1Go1MikAAAAvxGdSTN9oR57PMGQwkGAeSdJqzTMpEyfHRbljvnOqiaU0VmMpAACAxgiBFHgvRyaMsJlKpdLUnloCmRQAAIB3kk/vn37oNcefzzCk05lmUlKplWdIVx4IkaVw85073q7tFDWxFFN7O0ukJpIilgIAgEYIgRR4KVV8hoML69hMoVDodDrhFrVarazvlCkAAAA0POaZFMuSVEp1rLfrFxETOXOpdOWBwF793VIfESGWAgCApgWBFHipMQuGEZF+1f7s+dtd14pMJjMYDIyge6rVaqVSKVtH9xQAAAAaKouZlFxeVyZFRH4RMTHpX7i+MgGmJpZSI5YCAIBGDoEUeKn4J3q+tmUK1SRTrsMwjE6nE2ZSLMvK5XJkUgAAAN7MWFRs93O4TEq4tG59mZS5k+OiLma+WnE53+7WbccQqWpiKRMsYikAAGgkEEiB9wqLCnFqwgibIZMCAABoWFTxGZqpnzmYSWk0pFD8tcX+TKpYn1WgGuemWMpgNZbSurB9AAAAl/L1dAEAXoHLpJRKpV6v57ZwmZRGo5EJz6MCNBYrVqzwdAnQMLz88sueLgHAFLfiHnuwQDP1M+VH48OiQux7PsOQSkUMQ/ySu1wmpdGQDV/60pUHivVZ17IWV+jz7xzZFyJPaZ0y296XYE+1RCqiVKL1ZskUS6QkSre0SB8AAIDXwwgpgD8xDKPRaNR835SIZVmlUoml96DxWbFiRW5urqergAYgNzcX2SV4obCokDELhjF9o41FxZqpnzlyCIah1FQSfOkTy5JSSTXnpazwi4hpnTJbuvJA65TZ3DJ8hheTXL4YH2N1tJScSEqkd20JAAAA4sIIKWhgMkaslU/vH/9ET1ccnGGY1NRUIuJjKZZltVotEalUKle0COApiYmJGPkC9UIaBV6Ly6TsHhslxI2TIqo1TkqpJIWCbPjS52KpEFnKxQ9evXNk37WsxcW6LA+PlpITKYhSMVoKAAAaBp+0tDRP1wCNX15eXl5eXm5u7vfffz948GCHj6Nbte+47szFE1fKSsqlfWNErJAXFhYmk8kkEgl/7Z7RaNTr9RKJBNfuQaPBDY9KSkrydCHg7dz/UVmxYkV2dvauXbtiY2MTEhLc1i54XF5enq+vr10ftoBgfxEalslIIvlrYJTRSCxLN2/acu0eEfm0CA2VTwiRpZSzR8rZI3eO7CvWZfm0CPWX9hKhtrqEEcmIFEQ3iQ7VfugQ0Xqic0TxRGEuLAEAwONyc3OrqqrQW2jQcMkeuE9SUtLYsWOdOYJ8en/Z9H7GomL9qv26VfvEKsycSqUSXrtHRGq1GtfuAQC4WnR0dFJSUmJioqcLAQ/IzMyMi4sbNGiQuxtWqUyv3VOryZ4vfb+ImJj0LyJnLPVrG1NxJf/iB68aXky6fWSv6JXWwhBpiAyWxkNpieRESiLWtSUAAHjEoEGD4uLiMjMzPV0IOAsjpMAd8vLyOnXqlJqa2qFDBycPxQ2MYg8WsAcL+LuuIJPJGIbZvHkzv0Wv1587d2706NEuahHAbTBCCmzk/o9Kjx49evTocezYMZzzbGry8vIGDBiwYcMG7tp5dzMZJ0VEej1JJDaOk+L4S3u1TBzu0yK08nJBxZX8Yn1WxeX8lonDxa61tjAiBZGC6HDt+MlIdIhoM9FNIgajpQCgUUlNTeWmnkBvoaHDCCloeOTT+49ZMIyIXD1OSqFQGAwGhmH4LVqtViqVuq5FAAAAcJgqPiNjxFpHn6wijabWFjvHSVHNxFLR6Z9zM0lFzlzqYDH2Yoh0ltbaY4nURHIiDPIGAADvg0AKGqT4J3q+tmUKEelX7XdweR3bMAyj0+mEmRTLslKplGVZ1zUKAAAA9jIWFYdFhRiLirPnb3fwEAoFGQy1ttifSZFgGT4Hy3CYoiaWYmpvZ4nURFLEUgAA4F0QSEFDFRYV8tqWKWFRIezBgowRa41FxS5qyGImJZfLkUkBeLPbt2+fPn368uXLFu82TXhPoHELiwpRfjQ+LCrk0NdHHc+kGMZCJqVUOnAkvwgLswpcy1rsWF12UCCWAgCAhgGBFDRgfNfTWFSsmfqZqzMp4Sp7XCalF042AQDeRK/Xx8bG8vMkmtxtmvCeQKPHdQyISIRMSnAiirRakstFqI/oWtZiw4tJLo+lmJpYSo1YCgAAvJevpwsAcArX9eTSKM3Uz7h8yhUNMQyj0WjWr1/Pr77HsqxSqVQoFCqVyhUtAoBLXbp06YsvvhBukUgkERERsbGxXbp0adGiRaNpFKBJ4QZQZ4xYe+jro0TETTppN4YhnY7kcuJHQ+v1JJWaDp6yU8Xl/MBe/e8c2Xcta3GxLkv6oYuv6WOIVESpROuJ1LUfYonURFoiBRF6MQAA4CEIpKDB4zIp3ap9h74+qpn62ZgFw5i+0a5oiGEYbukfYSal1WqJCJkUQIPz+++/z5gxo65H77///vfff3/w4MGNoFGApkaYSYVFhcin93fkKOaZFMuSVEo6Xa3BU/bwi4iJSf+iWJd1LWuxy9MoHmNDLKUiUripHAAAAB4u2YPGgOtuyqb3c2oqUxswDKNSqfhAiohYllWr1en2z3gKAF4iLi4uKSkpKSkpMTGxQ4cO3MbDhw8PGTJk7NixpaWljaZRgKaDy6TIyQV5uUxKGD+xbK2IyiEh8hT3pVE8hkhFZDDLpIiIJVISSYn0bq4JAACaOgRS0EjwmRTXAXUpk0yKiJBJATRcS5Ys2b9///79+w8cOFBQUGA0Gr/77ruOHTsSUXZ29vz58xtNowBNSlhUCHe9ngiZlGASSVEyKYuuZS2uuJwv+mFrYazGUnLEUgAA4FYIpKBRcXBYvv1UKpVGoxFuUavVSodW4QEArxIaGjpixIhDhw4lJSUR0bJly/Ly8hplowCNXvwTPcXJpDQaUij+2uKCTOrkuKhrWYsLVOPcsQwfU18spUQsBQAA7oBACsBBCoXCUHtyU61WK5VKPVUPAIgoPDz83XffJaKqqqqMjAxu48qVK8eMGfPOO++Y7HzgwIExY8ZMnjy5ITYK0LiJlkmpVCQcHM1lUuIttitdeaB1yuyKK/luWoaPBLGUwuwhbU0sxbq8CgAAaMoQSAE4jmEYg8HACGaXYFlWKpWyLhjJDwBuJpfLH3jgASI6ceIEt+XQoUNfffXV3r17TfY8fvz4V1999e233zbQRgEaN9EyqdRU00xKqSSt1vkKicgvIqZ1ymzpygOBvfq7O5bSEBmIZGYPaRFLAQCAayGQApfLYUt2lLTfaoxI327Qn7nh5tZV8RkZI9Yai4pddHyGYXQ6nUkmJZfLkUkBNAK9e/cmopMnTzb6RgEat/gnesqm9yOiQ18fdfwoFsdJpaeTeJNIcsvwRad/LoylinVZYh2/TgyRzlIsxdbEUumIpQAAQHwIpMCFFu4pOm+8m3OuZOet9luNbdU7DHtOG9nrZdqfL7inAGNRcVhUiLGoWDP1M1dnUjLBjKfIpAB4+jM30rcbuP/cH0k7KTo6mohu3rx55cqVxt0oQKMn2son5pmUVitiJkVEQb0GRM5YGjljqV/bmIor+Rc/eNXwYtLtI6bDJMXHEOmINJZiKXVNLAUAACAeBFLgKi9tZhfuuTDy4xPnjXf5jeyNMuWmo8pNx9K3G6w8VyxhUSHKj8ZzmVRYVIjrGmIYRqPRCJfe4zIprUgj+QEaovTtBvZ62Z7TRvUOA/efmyNp5wUEBHA3/Pz8GnejAE2BaCufmGdSarW4mZRfREyIPCU6/fPWKbOJqOJKfoFq3MXMV12+DB8RKWpiKab2dpZITSRFLAUAAKJBIAUusXBP0SeHrxHReeNd7gZH+/MF/RkjEal3GNzzj1Iuk2L6Rru6IYZhUlNTTTKp9PT0dFF7qAANhXLTMfUOg/zDPPZGGb/RzZG08/Lz84koNDQ0LCzM9md169atnZmffvrJpY0CgFuZZFJEomdSJJhYioulivVZblqGjxBLAQCAOyCQApeYfH+bjmHNrezAtApQPNjePcVwmZQbGmIYRqVSmWRSarUamRQ0Nenb/0ycTcZDuT+SdhK3kqZwkjhbXLaktLTUpY02Gs8+++ygQYMyMzM9XQg0CezBAsefrFKRRlNriwsyKaodS3ETS4nehGVMTSylRiwFAAAu4evpAqARymFLcs6VDOwU/InxWl37KPq2T99uSO4aJusS7s7a3EClUhGRMJbibnPbAbyc/syNPaeNTh5EOCqqLueul4k1TspFf0kKCgp++OEHIurcubP1PcvKar3e7777rrjYdNK6Pn36uLTRRmPhwoVE9OWXX5aXl3u6FmjkVPEZYVEhYxYMc3wYtUJBMhlJpX9t4b79XfCNz8VSIbIUv4gY0Q9uDUOkIkolWk+krv0QS6Qm0hIpiNDHAQAA+yGQAvHlnCtZuKeesQ/qHQYiUpPUU4GUbtU+0eaSMKNSqTp16qRUKvktarWaZVmNyalUAO/DTfnkhoZEbMVFf0kWLVpUUVFBRM899xy3RSKREFFVVZXJnqdOnRLefeihh9zfaKPRoUMHT5cATYKxqFg2vZ9+1f7s+dudyqQYhgwG00yKZU0HT4nEYhp1LWsxd02fCzE2xFIqIoVrqwAAgEYGl+xBU6SKz9Cv2q9btc91TSgUCu66G55Wq5UKO6wA4K2qq6vfe++9FStWENFDDz00cuRIbnubNm2IaO/evbdu3eJ3Li0t3bhxYwNtFKCSvVt7AAAgAElEQVTJCosKeeCJXrLp/YxFxdnztzt1LC6TEl5mq9WSXO5cgXa4lrXY8GJSsS7L5S0xRCoig1kmRUQskZJISqR3eRUAANBoIJCCpmjMgmFExJ0XdV0rDMMYDAbhRDAsy0qlUpZlXdcoANjr2LFjeXl5eXl5v/zyyw8//LB8+fKEhIR58+YRUVBQ0HvvvcfvGRsbS0SlpaVqtfrq1atElJ+f/+STT168eLFBNAoAQnwm9dqWKc4ei2FIp6uVSen15JazUMW6LL+2MRVX8i9+8KrhxSQ3tFhPLCVHLAUAALbCJXsgvoGdgtOSTdfXM6F4sD0THpDc1TNrSMU/0ZPpG62Z+tmhr4+yBwtE6InWgWEYnU4nl8v5EIplWblcrtPpmuyMxeDlkruGqcmpf0Tpz9zgZi6vl6yLOHM/OfmXZM6cORa3DxgwQKvVcnkQZ8KECWlpaZcuXVq8ePHy5cvbtm1bVFRERAMHDszJyfF4o3/729+uX79eUODEJM0ATUxYVIho1+9zmZRcTvxpJ5YlqdQ0qBJbiDwlsFf/Yn3WtazF0g8PuK4hU4zVi/jkRAqiVCKZ+yoCAIAGB4EUiG8gE9wxzP+lzayVffRnbuhe7MO0CnBXUaa4pfc0Uz8zFhVnjFir/Gh8WFSIKxpCJgUNi6xLuJMhUfKZMNlpI3ujzMo6enwk7W3LGrRv375Hjx49e/Z88MEHn3nmmWbNao0jDgwM3Llz57PPPnv48OGKioqioqJ27dpNnz5dJpPJnbg8R6xGb968yQ2hAgDPsJhJyeWuzqT4+c5d10SdmJpYKp1IW/shrWC+c8bddQEAQIOAQApcIudcSc65Eis7sNfL5B/meU8mpZn6maszqfXr1/NL73GZlEqlUigUrmgRwINkXcKZ8EDlpqNW9vF4JE1EgwcPrq6utvdZ991336FDh/Lz80+fPt2xY8cuXbpw2208lEcaBQC7GIuKHe8PcJmUUkl6/Z9b3JJJkQfnOycihkhDpKojltITyRBLAQCABZhDClxi8v2t05LbE1HHsObcDY7w359cJiXWuu+O4TIppm80l0mxB111qQvDMKmpqXwgRUQsy6anp6enp7uoRQAPqveqPfZ6mf7MDbfVI7qYmBi5XM4HQ97W6Pnz5z/77LNNmzadOHHCDYUBNCaq+AzuTJXjh2AY0mhI8I3/Zybl9hkkT46L4uY7v5a12B3tMUQaIoPZZXoskZZITpROxLqjEAAAaCgQSIGrpCVHpSW3/23WfcKNsi7h6qF/TU/DXi/THrzg8UxqzIJh/Do7rlt6j2EYlUplkklptVpkUtD4KB5sz/2mM60ChL/yigfbc6m0ZmIPxYPt63w+OGHu3LkMw6SkpEyaNKl79+4vv/yypysCaDC4sVHcOSqnDsQwlJpqIZPih025hXTlgcBe/Suu5Ls7ltIR6SzFUuqaWAoAAICIEEiBS6UlRxHRwE7BQ1peeCzsinqoNPXBSNUwqUkmpd5h8Hgmxa/9fOjro67LpIjIPJNSq9XIpKDx4X7TDW8NEG5kwgN0L/ZBGuU65eXl77///jPPPKPVamfMmBEUFJSZmblnzx5P1wXQMHDjprlMKmPEWqeOZTGTUipJq3XqsPbwi4iJSf8icsZSbhk+Lpa6fWSvO9qWEemINGaX6bFEaiIpYikAACBCIAVuMJAJHhp84bGwy6phUm4CY5NMioi8IZOST+/PZVL6VftdnUlpNBrhFmRS0CiphkmJW7ZvqJT7L7lrGNMqwJ1plK+vr5W7jVJaWtrHH3+cmpqamZnJzVK3d2+tf382wfcEwHYiZ1IqlWkmlZ5O7v3GD5GnRKd/zsdSBapx7oulFIilAADAGnRDwTNUw6SdWgUoNx3jt6h3GPRnbuhe6uPBqri1n/Wr9utX7efvuoJCoZDJZFLpX6mcWq3W6/U6nc5FLQJ4ivPL9jlm0KBB+fn54eHhFu82YjNnzuRvDx06dOXKlfzSe032PQGwi/maJ04dTqUior9iKZb9c5AUt90t/CJi/CJiAnv1L9ZnXctazMVSIbKU1imzLU6FLiaGSEEkI1pPpK09hxRLpBasxGdCT8QP7kw2uwAQAAAaBYyQAo9RPNje8NYA4TTn+jNG6T/3stfLPFiVfHr/MQuGERGXSbkOwzAGg4ERrLmj1+ulUinr9klPARqlgICA6OjoFi1aWLzbWPn6+nbo0EF4lwSL8TXN9wTAAfw4KfZgQfb87c4eznyclFrt5nFSROQXEdM6ZbZ05QFu3b1ifVaBaty1rMUVl/Nd3jZDpCLSEaltHi21h0hd8x8uOwYAaKQQSIEnMa0CTJZ+55be82wmFf9Ez9e2TEk/9JqrG2IYRqfTCTMplmXlcjkyKQBwjI+Pj/AuH0UBgL34TOrQ10fFyaRqX63vkUyKasdS3MRSXCzljrYZQSxlgq2JpbTuKAQAALwEAinwsLoyKc8uCR8WFeKehpBJAQAAeCcukyIicTIphcJLMikSxFIhshQulnJf2wyRishQRyylRCwFANCEIJACz+MyKZOl95Sbjnl2mnO34TIpbu5hDpdJ6d27ODQAAACYCIsKeW3LFCISZxFehYIMtfs2nsukiMgvIiZy5lLpygPdPi9yd9tMfbGU+XYAAGh0EEiBV2BaBaQ+2N4kk9IevOA9mVTGiLXswQIXHZxhGJVKpRZMMMGyrFKpxNJ7AAAAnsVnUuIswsswFjIppdLZwzrB5fOaW8HUHUsJ6YnSBf/p3VAZAAC4AwIp8BZMqwDVMKlJJqXeYfCGTEq3ap+xqDh7/nYReqJ1sJhJabVaZFIAYCOTCaTq3Q4ANnJJJiW4Wp+0WhIsvOsNTo6Lylc9dfvIXnc0xhCprGZSesEE52rMcQ4A0HggkALvYpJJEZF6h0G56Zin6uE88EQv2fR+xqJicUbs1808k1Kr1cikAMAWZ8+eLSurtSLEyJEjq6ur33vvPU+VBNBohEWFiLkIL8OQTlcrk2JZb8uk7hzZV6AadzHzVU8XAgAAjRYCKfA6qmFS3UsPCLdof74g/adbztHVISwqRD69P5dJyaf3d2lbJpkUESGTAgAA8Lj4J3qOWTBMtEV468qkvGNVE24ZPiIq1md5uhYAAGi0EEiBm2RmZsbFxQ0aNMiWnWVdwg1vDTBZek/6z73s9TIrz3I1+fT+onVDrVKpVDqdTrhFrVYrPTrBBACAewwaNCguLi4zM9PThQBYEP9ETzEPZzGTksu9IZPil+Fz33znybWvy5PVvaeWCOfpAAAaBQRS4CYzZ848ceLE7t27bdyfW3rPJJOSf5jn2UzKbWQymcFgYASdVK1WK/WywfwAAKLbvXv3iRMnZs6c6elCwFlVVVXr16+fOnXqyJEjp0+fvmvXLk9X5JW4TEom+2uL12RSVMd859eyFrukMRmRSvCfrO49WSI1kZRI65JCAADAbRBIgffiMilZlzB+C5dJ6c/c8GBVbsMwjE6nE2ZSLMtKpVLWOzqpAAAAVqjV6g8++CAoKGjYsGGXLl164403vvnmG08XJT5x5jjXaEh4tb43ZVLmrmUtNryYVKxz46V8CktTnrNESiIpFt0DAGjAEEiBV2NaBWgm9jRZek+56Zg3LL1HRKr4jIwRa41FxS46vsVMSi6XI5MCAABvxrLsjh07hg0btnz58pdffvnjjz9u1arVp59+6um6RKaKzxBntROGodRUC5mUXu/skcVWrMvyaxtTcSX/4gevGl5McusyfIY6Yik5kZKIdUchAAAgLgRS4O2YVgGpD7Y3yaTUOwwez6SMRcVhUSHGomLN1M9cnUnJBIP5uUxK732dVAAAAA7LstXV1U8++SR3Nzg4uHfv3ufPn/dsVaLjV+A99PVRZ49lMZNSKsnLVjUJkadEp3/eOmU2F0txy/B5PpbSEsmJ0hFLAQA0MD5paWmergEav7y8PF9f36SkJMeeHhboK+saLiHSnzHyG/VnjBIiWddwkWq0W0Cwfw951+O6M8ai4uO6Mz3kXQOC/V3RUFhYmEwmCw8P50Moo9G4Z8+emzdvCoMqANvl5uYSkcO/ktB0eOqjkpubW1VVlZCQ4OZ2QSy+vr7dunXr27evv78/EVVVVa1evTo0NDQlJaWupzjZVfAIad8YIjquO3PxxJX+T/dx9nBhYSSTkUTy18Aoo5FYlm7eJG/6uvdpERrUa0DLxOE+LULvHNlXzh7h/u/P9PJpESpmS1IiGZGMKJmIqdkYRiQjUhAdrh0/GYn0RJuJblqdfwoAGhH0FhoBBFLgDqL0MmVdw5lWAZv/uMpv0Z8xnrtRNrp3W6cLdBCXSQUE+x/XnTmuOxMYHBAZ55JiwsLCGIYxyaRYlkUmBY5BIAU2QiAFjgkJCYmLi+PSqOrq6qVLl+7bt++ZZ56Jj4+v6ykNMZCimkxqUsYToh2xIWRSVBNLhchSfFqE3vp5Wzl7pDR3+73bxUG9BojTAFOTRskEaRQvjEhRdyy1HrEUQJOA3kIjgEAK3EGsXmZ8h2DFg+2X/ZjPbzlUdGv9wQuje7cNC/R18uCOCQj2D48K5TKpiyeulJWUc31T0XHjpCQSiTCT0uv1EokEmRTYC4EU2AiBFNiisLBw8+bNv9UgosjISO6ha9euzZ8//7vvvktOTn7ttdeaNatzsogGGkhRTSYlJvNMSq8nicTbMikyi6XuHNlXrMsSM5ayjoulGKLDREbBdj6WCiOqMwIFgAYPvYVGAIEUuIOIvcywQF/Fg+03H7livFPJbTHeqdx85IpnMyl+0D57sIBc0TetYZJJEREyKXAAAimwEQKppubcuXO7du2Kjo7mBjcJlZSUHDly5ODBg0ajMSgoKDAwkH/ot99+e+edd3JrtG3btm/fvkT0ww8/vPLKK2fPnn3++efnzp3r4+NjpemGG0i5hExGDEObN/+1xVszKRLEUvdKi+8c3efuWCqeaDRRuNlye0aizUTrieItjbECgIYPvYVGwDP/gAdwBtMqQPdiH/mHeez1Mm4Le71M/mGe7sU+TKsAT1Uln96fiPSr9utX7efvuoJKperUqZNSqeS3qNVqlmU1Go2LWgQAEV29ejUjI+OXX365evVqbGzs008/PXLkSE8XBfCnNWvW7Ny5s0uX/8/e3Uc3dZ354n88WNhAEbIpjm2syz6FvIBziQnGDjSZSO1MSGjCxBkiQn+dsbRCe02ALli0vXTRlXPELRlWMtTMGBxPG0bKSpt6BAl5mdLaTUaHphew4LqeUCc0rasT/IIDMQg1gIl5+f2xsTiWXyCx9jmS/P0sVhfelvXstKQ6fM8+zzMz7tm6N99880c/+tG5c+f4l+PHj//mN79ZWVnJv7znnnveeuut2It5mLVv377NmzffdtttiqJ86UtfMuqfII243UREuo/7ay3PZdmM3dyYJc+ev2b7VNeG7p3rLrQe7Alsm+raYFBtRiQTVRK9OKjluUbkJHITyYilAACSDqbsQUrimZR7QUFshWdS5o7ec1YtrNi8mIjUukMJGAI9PLfbHQ4P+Cf1+/2SJA33egBIEkePHp07d+4zzzwTDAaPHz9eX1//yCOPrF271ux9AdD58+d5GjX4Wy0tLT/84Q/PnTv3t3/7t//7f//vioqKvr6+nTt3/upXv+IvyMzMtOpkZWWdPn362WefnTdv3k9+8pOxlkbJJdXVS3YlZvyu200DP+5JUZJt7l4cS57d7n0lf/V2yzRRp8WHxTCGDwAgxeCEFKQqlpstPyCxnGyl8dq1mna613/kBBHJi02LZkqWzmGlRdVLdql1h7QjHZ4XHhdUiDEWDoedTqemaXxF0zRJkoLBIGNMUFEAGKVvf/vbJ06cWLlyZU1NTXZ29i9/+cu///u/37Fjh8vluu+++8zeHYxRBw4c2LFjx/Hjxz/99NMhX/Dv//7vV69effzxx7/73e/ylaKiopqamn//939/8MEHh/yRX//61+fPn7/11lsbGxtji5MmTfrKV74ywk727t3LnxKNeemllz7bP4zZIl1RVlqkHenwrdzteeFxW6F1tO/IGIXD5HRS/8c9KQppGiX3sWir02V1DjtRUSzWf1rKS+TXrWtECpG//7QUAKSgjRs3dnZ2xr7s7OxcsmSJifuB0UMgBSmM5Wbz7EmfSfHfm5hJ2Qqt6/c96Vu5WzvSUb1kV2KuR4fCGAsGg3GZlNPpRCYFkJy6urpUVS0oKKitrbVYLET00EMPrVmz5rnnnvvNb36DQArMcvXq1UuXLhUWFhJRR0fHpUuX9N/99NNPm5ubiegf/uEfYosul+vHP/6xpmnd3d2x/uV677//PhHV19frF2+55ZaRA6mysrLHHnss9uX06dM/zz+PqWyF1orNi/c+3ZDgTCoYHJBJ+f2kqvGHp5JeeFX5hOKFU10bLHniD08xIh+RTOQZ2FtKQywFkML0nxFE9Oqrr5q1E0gUPLIHKU9eLCkPDIiflMawuc/u2Qqt/Bo00hX1rdwtrhDPpPQdzXkmFYuoACB5dHR0ENF9993H0yiuoKCAiE6fPm3atmDM+/KXvxzot2hRfBfqEydOfPrpp1/84hf1wVNWVtatt95KRB9++OGQ76koSmiQN998c+SdTJ8+vUwnFQMp6s+kWGkRvwZIzLN7PJPS323SNEq1R/X7TrVH1UCHvKwnsM2gkowoSOQb1D1KI1KIpIFHqAAg6ZUNlKIfE6CHQArSgbxY8j0xW7+iNIadtc1m7Yd0mdT6fU8KLcQY8/l8Cm90SkT9mZQ3uXtMAIxBd9111+HDh5999ln9YkNDAxEVFxebtCmAG+Bp6bRp0+LW+Qqy1CHxTCrB96WGy6RS5xaUVNs01bWh71S7cYEU5yYKEilDxVIeImnQeD4AADAKAikwyKwPf9t3sl3c+7sXFIQ3LdJP2VPbItKWA7FJfMYzII3iGGOVlZVxmZTf70cmBZBUsrKySktLZ8yYEVt55plnGhoa8vPzly1bZuLGAEZw5coVItIf6+PGjx9PRH19fSbsKRXoz0pXL9mVmDcdMpPSP8qX3Cx59qmuDVJt0217uoyuzYjk/lgqjkbkJPKg3zkAgAkQSIFBZmrvdMjLhGZSfPSePpPio/dMzKQMwxiTZTkuk1IUBZkUQHI6deqUy+XatGmT1WoNBAJWq5BOcwCjxwOp4dYzMjKM3U4qEZhJ6R7VT61MioiMaCA1HIYxfAAAyQWBFBghb/yVo+fG9Z1q75CXnW89IK7QcJmU2nZGXNHPJFh3UNybx2VSRIRMCoCITp48+dprr/3gBz948MEHy8vLv/71r8uy/Kc//SlR76+qam1trX6a2Mjq6+vnzJmze/fuefPmHTx4EO3MIZnxs1Hnz5+PW7948SINdXIK9ERlUj4f6T/uUy2TGuyDZYXhVeVCLxGvY/2xlHvgukak9MdSAABgCARSYISTn/7V8QVf540DPtqxXmjvAJ5J6duca6d7PfXvm9vmnJNLqtW6Q6IzKd/AUdCKong8HnEVAZJcfX39zJkzKyoqtmzZ0tDQEAqFfv7zn2/evPmOO+74x3/8x7Nnz46+xMsvv7x69erq6uobvvLKlSurVq1asWLFhQsXfvSjH4VCoTlz5ox+AwDi8F5RnZ2dV69e1a/zduZ5eXkJrNXZ2bl37969e/cm8D1Np8+k9j7dkJg3ZYwqK4fIpFQ1Me9vrJ7ANss0O79t2b1jndDT9NcxIh9RmMgxcF3r73eOWAogifEPi1AoZPZGYLQQSIFBMqcVWR0unklFgwHRmVTlgoK4TMp/5ITpmZSj6h4iEp1Jud3u8MBR0H6/X0q1WTwAo3f58uWnnnpqxYoVn3zySXZ29r333vud73znueee++Y3v2m1Wi9fvvzSSy89+uij/KCHMRRFqaurmzt37rvvvrt+/frMzEzDSgN8Pvn5+RMnTrxw4cKxY8diiz09Pe3t7RkZGfqeaKMXCoWampr4PMp0EsukWt54T2wm5fFQCh6LnuraUOTdM9W1gYj4GD5DY6mRx/Cl3n+dAGNCR0dHU1OT2buABEAgBcbhzSxjA1ZEZ1LyYikuk1Iaw+ZmUs6qhZ4XHicite6Q0EKMsXA4zHR9TzVNkyRJS+Xz/ACf1a5du55//nkiuvXWW48ePfrOO+8899xz3/nOd3784x9/+OGHjzzyCBGpqrpp0yZj9tPR0fHcc8/dcsstb7/99pe+9CVjigKM0rhx4xYuXEhE//qv/xrrJ7V9+/YrV64UFxdPnTo1gbUqKiq2bt26du3aBL5nkhCVSclyfCbl96diJhXrd37tzqUa6JCXGTeMzz38GD4FY/gAktHatWu3bt1aVlZm9kZgtBBIgdF4JkVEojMpIorLpIhIaQx76t8XWnRkrLRo/b4nvS3rhRdiLBgMxmVSTqcTmRSMEefPn+ct1W6//fZDhw7NmjVL/12bzbZ79+4777yTiH76058O17Y5sRobG3t7ezMyMlavXr18oF/84hcGbADg86mqqho/fvz/+3//7+GHH/7BD35QUVHR0NCQkZGxZs0as7eWSngmRUQtb7yXyPdNl0yKBsVSPYFt4VXlBsVSDGP4AABMgEAKTMDPZhNRT2Bb9451QmvJi6XgU/P0K/7DJ6QthnTNHIat0KBxWjyTcuhm8SCTgrFj586dJ06cIKIf/OAHubm5g1+QlZW1evVqIvroo49++9vfJqTo8ePHv/Wtb0mSNGHChBkzZixfvvzPf/5z7Lu/+93viKi7uzswSGtra0I2ADBKf/VXQ1wZzpgxY+fOnV/60pc+/vjjxsbGzs7OgoKCf/7nf7777ruN32FKsxVahdyUGpxJKUqKZlKki6UmFC80J5YaYQwfYikAgIRCIAXmmFi8SKptskyzR9VAeFW50E4Bjpk54U2L4kbvSVsOaKd7xRVNEowxn8+nH73HMym/32/angAM8Zvf/IaIioqKnnjiieFeU1VV9emnn168ePHee+8dfUVN0+66666f/OQnmqb19vYeP348EAiUlJT88Y9/5C+oqam5Oozvfe97o98AwOg9++yzoVCopKQkbv2uu+6qr69/++23X3rppYaGhtdffx3TIT8fUTelZJkGjjRJ6UyKiCx5drv3lSLvHn0sFQ0GjKjNhh/D58cYPgCAREIgBaax5NmLvHtic1WEZlJ89F5cJuV8vjlJMqnqJbu0I6J6uDLGKisr4zIpr9frTeXrVIAb+sMf/kBEpaWlIzcOt1gs48ePH/JUyGd17NixSCTyrW9966233nrrrbeefPJJIvrLX/6ydevW0b85QDKYPHny7bffnpOTY/ZGYChud5plUkQ0sXiR3ftK/urt/HKxe6fYY/UDMIzhAwAQDoEUGKSzszMUCsXN5jQ+k3LMtMVWeCblP3xCXNGbEaw7yEdBixu9xxiTZTkuk1IUBZkUpKu+vj4+a9Lg+ZI//OEP/+3f/u2rX/3qV7/61RdeeIG3gsYUmM+Ef1J0dnaavRGAFOR208Axu6Qo5PGYtJuEsTpdfAyfZZrd6NoMY/gAAATCwGkwCP8LxvTp0+OmIfBMqnvnugutBy15Yq8zWG6274k5Lx4+oTReu1zTTvd6G8Mfnu6VFxv6t1a9eUuLiUitO8S7nDqrFgoqJMsyEeljKf57vg7AnW89cKH1M2SjfEaBnr7Tx8jfFfH+XCQSuXTpEhFNmjTpM5UbDavVumHDgP0sX7784MGDXV1dhu0hDbz66qudnZ2dnZ1Lliwxey8ARpBLqh1V9yTs058xCofJ6aRYv0j+kH7c4alUE5vUbE55N5GD6EUi/8AeUhqRQuQn8g06SAUAADcBgRQYpKKiYrhBzpY8e/7q7aLTKI7lZlcuKCAifSbFf29WJmUrtPLLULXukFp3iARnUjNmzPDobpYik4I4F1oPfqbMKDkDqS9+8YsTJ048f/788ePHP1O50bjjjjuys7P1K/zJJh6NwU3iTzjW1NRcvHjR7L2A0Xbs2LFjx47p06f/13/9l9l7MQi/F5XgT3/GKBiMz6RUNf7wVLroCWwzIqhiRDJRJdGLg1qea0ROIgeRjFgKwCBf+cpX+GHqb37zm2bvBUYFgRQkBWPSKI7lZvPsKZZJxX5v4jkpwzIpt9vtcDj0zzEpiqKqajAYFFQRUsuE4oWjvLIf+cdH/9eGm3mHjIyMmTNnHj16dOSZkt3d3d/4xjeIaOXKlSP0Pr9Jg2f5Xb16dZTvCTCmrFmzZrh7V+mqZOmcM11n+ad/Ij/6B2dSmkaSlH6Z1AfLCokoGgxYnS6TYymVSOuPpZjwjQCMcfy+BW5fpQEEUjBGyYulGbnZnvr3YytKY1g70+t7YrZZW3JWLcwpnLL36Qa17lCkK1qxebGgQoyxcDjsdDpjf1dXVVWSpGAwyBgTVBRSxcTiRROLF43mHZIhkCKiWbNmHT169MCBAx9++OGMGTOGfM2BAwfefvttItq4ceModwUA8PnwHCrxN6KGy6SCQUqjz3qptom3fTDonBTHhomlNCI/kUrkJsLRcwCAm4Cm5pC8PuujPZ+Ve0FBeNOAv3j7D5+QthwwcfReydI56/c9aSu0trzxXvWSXeIKMcbi4idN0/QRFUCqc7lcRHTp0qXq6urhXvMf//EfRDR+/Pgvf/nLxu0MAGAgUceieSblcFxf0bQBEVXqs+TZ+Ri+CcWijpYPixHJGMMHADAqCKQgSX2wrLAnsK17h9j5viw3O7xpEcu93vaFj94zMZOyFVo9LzxuK7RGuqLVS3ZFuqKCCiGTgvS2fPnyuXPnElFdXV19ff3gF7z55puBQICIHnrooQkTJhi9PwAAAzBGPl96Z1JEZHW67N5XzKnNMIYPAODzQyAFSUqqbbJMs0fVQHhVudBCLDc7uOrupM2kfCt3i86k3G53bIVnUqqqCqoIYJiMjIxnnnkmIyPj4sWLK1as+P73v//uu+9evnyZiBCM3coAACAASURBVM6cOeP1eh977DEiys3Nra2tNXuzAADC8ExKN2M3LTOpwT5YVti9Y13fyXYjirlvFEupRuwCACDlIJCCJGXJsxd591im2aXnm0TX4pmUe0FBbIVnUt4G03p/8kyKlRbxTEo70iGoEGNMlmVFd52qaZrH4/F6cUcPUt7Xvva11157zWazEdHWrVvvuusum81WVFSUm5urKMqlS5cmT57s9/sLCwuH/PG1a9eWlZUZu2UAACKi6iW7EvnRzxhVVg6RSaX7/aeoGuiQl/UEthkRS7H+WEoZ9C2NyIlYCgBgCAikIHlZ8oxIoziWmy0/ICkPXJ89p53u9R85YW4mVbF5saPqnkhXdO/TDcG6g4IKDZlJ+f1+ZFKQBpYuXdrc3Pzwww/zEXiffPIJHxI8bty4FStWHDt27JFHHhnyB5ubm3/84x8fO3bsZqpYLJYE7hkAxrhg3UH+0Z/gTEqW4zMpj4fS97Neqm2a6trQd6q9J7CNx1JGVGX9jaWUQd/SiJxEHiLNiI0AAKQEBFIA17DcbHlxfCalNIbNzaTmLS3mmZSojqf9BmdSiqIgk4I0IEnSm2++2dPTEw6HX3311VdeeeX3v//9uXPnXn755cFno8Lh8M9+9rOnnnrqr//6rz/99NObLLFz586rV6/+8pe/jFuvrKy8evVqNCrqqVsASEuxj/69Tzck+LH9wZmU35+umZQlzz7VtUGqbbI6XDyWCq8qNz+W8hM50VgKAOCacZh1DQZobm7OzMwsLxfbDSohHLNyMojUtkhsRW2LZBA5ZuWYsp/syVlSqV10GsU5HI6MjAx9AylVVTMyMhz6ZqiQFkKhEBGlxL+SCWSz2WbPnj179uy8vLzMzMwhX/Piiy/+r//1v44cOdLX10dEWVlZ3//+943dZnIx649KKBS6fPny/PnzDa4LJmpubm5ubu7s7AyFQmPt/53iZE/Oyimckj0561iw7ViwbbZzVvbkrIS9u8NBGRnXH9aLREjT6OxZStPP+nGTpnyh7EGrw3VRa72otV5oPRgNBq6cj04sXnTjHx4lG5GDyE303wNPRUWIVKIXic4OmtAHADenpqYmFAqFQqH8/HxcLaQ0nJCCFGPA3S15seR7YrZ+RWkMO2ubhRZNErIsB4NB/YqiKB6Px6z9ABjs8ccfV/tNmjTJ7O0AjEVFRUVmb8F8/Ih0rJWk8HNSipKu56Q4S57d7n0lf/V2yzR77LTU+dYDRtRmREGi4KDsScMYPoDPD58UaQOBFKSSnsA2fhkhOpNyLygIb1qkH72ntkWkLQdMHL1nGIfDEQ6HGWOxFb/fL0nS8D8BkD6mT59+f78vfOELZm8HYGwpKytbu3ZtRUWF2RtJCryVpMBMyucbsJLumRQRWZ2uIu+eWCzVIS8zLpZy3GgMn9+IXQCkjYqKCgyfSQ8IpCCVTHVtmOraQEQGZFJ89J4+k+Kj95Ihk5JLqquX7BL3/oyxYDCoz6Q0TZMkSUv3EdEAAADJQ2wm5XaPwUzKkmfnsRS/nuSxVPeOdQaVdw8/hs+DMXwAMBYhkIIUM9W1oci7h4h6AttEX0AMl0mpbWeE1r0hW6E10hWtXrIrwdemOkNmUk6nE5kUAACAYYRnUuGBk1sUhcbAc/qxfuc8lspfs9242gxj+AAArkMgBalnYvEiqbbJMs0eVQPhVeV9J9vF1eKZVNzoPU/9+yaO3iMizwuP80zKt3K3uCo8k9J3NOeZlL7rOQAAAAjFMylRn/uMUThMuvtP5PePhUyKdLGUCbXZTYzh0wzeEwCACRBIQUqy5NmLvHtiLQBEZ1KVCwriMin/kRMmZlK2QqvnhcdZadH6fU8KLcQY8/l8iq71qaZpHo/Hm+5H+gEAAJIH/9yPnY9O8LszRsFgfCY1ZnpHWvLsgxdF94W4hvXHUu6B6xqR0h9LAQCkNQRSkKoMzqTkxVJcJqU0hk3PpAwoxBirrKyMy6T8fj8yKQAAAMMYnUlpGkkSjcnn9D9YVsjH8BkXS/mIwhjDBwBjEQIpSGE8k5pQvJBnUqLnpMRlUkSkNIY99e8LLZoMGGOyLMdlUoqiIJMCAAAwjD6TSvy7D5lJOZ1jMJOKjeEzKJDiGMbwAcBYhEAKUpslz56/evtU14a+U+0f7Vgv+tJBXiwFn5qnX/EfPiFtMWRg8E0I1h0U9+ZxmRQRIZMCAAAwEs+kvC3rhbw7z6R0vSPHZibFx/DxWMro2m6M4QOAsQWBFKQ8S57d6nDxTCoaDIjOpBwzc8KbFsWN3pO2HNBO9wqtezPUukOiMynfwBHRiqJ4xkbrUxiDxo0bN27cOLN3AQAwgK3QKvDdGSOfD5mUJc9udbqk55Os37mGMXwAkG4QSEE64HNSeCZlwPlqPnovLpNyPt9sbibV8sZ7RKTWHdr7dIO4Km63OxwOM92Rfr/fL42Z1qcwpnR2dp45c8bsXQCMIaFQqKampqamxuyNjG08k9KfieaZFGbsEhFRT2Cb0L6l1zCM4QMYCf+wCIVCZm8ERguBFKQPnkndtqfLgFo8k3LMtMVWeCblP3zCgOpDKlk6hw/da3njvcS3O9VhjAWDQX0mpWmaJEnaGLt9CgAAIhQVFZm9hTGPMaqsjM+kPB5kUrzfeYe8DGP4AMyFT4q0gUAK0spU1wbDarHcbN8Tc+JG73nNHr23ft+TsRE8QpqeEtEwmZTT6UQmBQAAn1tZWdnatWsrKirM3kiKkUuqE//APmMky0NkUmO7d6RU22R1uPh5fIzhAzBRRUXF2rVry8rKzN4IjBYCKYDPj+VmVy4oiMukFLMzqdgIHt/K3aIzKYeuzQTPpNQxf/sUAADAMPyDXlQTycGZlN8/ljMpS549f812qbaJj3g2OpbCGD4ASDvjNm7caPYeIP01NzdnZmaWl5ebUr3vZPu4SVMEvbltQqZjVk4GkdoWiS2qbZEMIsesHEFFR5Y9OWu2c9axYFukK3os2DbbOSt7cpaIQjabzeFw5OTkxEKoSCSyf//+s2fP6oMqSEL8kXuz/pWEFGLWH5VQKHT58uX58+cbXBdMZO6lQurKnpyVUzjlWLBNO9JBRFJpogfDORyUkXH9Yb1IhDSNzp6lMfxBP27SlCnO5ZZp9otaa9+p9gutB6PBQJZUbMkTP5WvhOhRohwijSiiW48QvU70IlHJoMQKIH3haiENIJACI5h4lfnBssJzoYYvlD0oLpMiIsesHJab/frvP46tqG2RD8/0PnrnNHFFR8AzqezJWceCbceCbRMmZ+ffLmQnNpuNMRaXSWmahkwqySGQgpuEQAoMg0Dqc8u/fVpO4ZQV1UsTn0ZxgzMpVaWMjLGcSRFRllTMLy8vnezoO9UeVQPnWw9Y8uzCYykbkaM/llIHfitC9CLRh0QlRLahfhYgveBqIQ0gkAIjmHWV2Xey/aLWelFrPRdqEH3nqmT6ZPeCgn955/rglZauT148cuLRO6fZJmSKqzscfsuUZ1LdfzjV+5eLgq5T+TmpjIwMfSalqmpGRgYyqaSFQApuEgIpMAwCqdEQdNvpOoeDGKPXX7++gkyKaNykKROLF/FY6kLrwUunOqJqoO9kexYrFnoflKg/lnIPFUu1EL1OdJaIIZaCNIerhTSAHlKQzix59vzV26e6NvSdap9YvEh0OZabHd60iOVmx1b46D3tdK/o0kOyFVqdVQsdVfdEuqKiukv0k2VZ0beZIFIUxTuG20wAAACkFbebgsEBK4oylvtJxVjy7FNdG6TaJj5aJ6oGMIYPAOAmIZCCNGfJs1sdrtv2dBlTjuVmB1fdnTyZFBHxTIrEdTztJ8uyz+fTryiK4vF4xFUEAAAA4zgcFB44tkVRCB/0RDQwluo71W7k3GeM4QOA1IVACtKfET0mdXgm5V5QEFvhmZSJo/ecVQsrNi8mIrXukNBCbrc7PPBS1e/3S5I03OsBxDl//vyf/vSnkydPDvllskmt3QJA8qteskvIXSjGKBwmxq6v+P3IpGJisZQJtdmNxvAhlgKA5INACiDxWG62/ICkPHA9iNFO9/qPnDAxkypZOmf9vie9LetFF2KMhcNhprtU1TRNkiRN00SXBtBTVfXWW2+N9UmM+zLZpNZuASDJBesORrqiLW+8JyqTCgbjMyncfNIZ8lZoNBgworabKEikDB9LqUbsAgDgJiGQAoN09jN7I9d071gn9P1Zbra8OD6TUhrDJmZStkKrMYUYY8FgMC6TcjqdPJNSVdXbL9YHHQCAS6pPCoAUFesg2fLGe9qRjsQXGJxJaRpJEuHm0/C6d64Lryo/33pAeCVGJPfHUnE0IieRh0gTvgsAgJuBQAoMEgqFNm7cWFNTY/ZGiIjCq8qjaiC8qrzvZPuNXz0KcZkUEZmbSRmGZ1L6KXuxTGr//v1Kv/3795u3RwBIRjU1NRs3bty7d6/ZGwFIbbFMau/TDcZlUk4nMqkh9QS2WabZ+061d8jLRN8TvYb19ztXBn3Lj1gKAJIFAikwSEVFxUsvvbR161azN0JEVOTdE7ssMCCT8j0xW7+iNIadtc1Ci968SFdU0Dszxnw+n370Hs+kcCoKAEawdevWl156qaKiwuyNgAn4vSs8rJooBmVSuptPyKSGM9W1oci7h3c6z1+z3bjCbJhYSuuPpdBYClITbl+lDQRSMBZZ8uxGZlLuBQXhTYv0o/fUtoi05YCJo/c4uaTat3K3kItUIiJijFVWVsZlUgikAABgOOXl5Y899pjZu0gf85YWxzIpIbegGCOfj9zu6yvIpIZhcr9zGWP4IK0UFRWVl5eXlZWZvREYLQRSMEbxTGpC8UKeSYl+pJ+P3tNnUnz0nomZVKQrGrtIFdL0lIiIGGOyLOszKQAAgCGVlZVVVFTgLxgJZCu0xjIp38rdojIpWSb9Bz3PpHD/aShD9jvvCWwzojbDGD5IHxUVFRUVFdOnTzd7IzBaCKRg7LLk2fNXb5/q2tB3qv2jHetFXw0Ml0mpbWeE1h2OrdAaO8zvrFoorhA/EqXvca7/llcHh6fASLW1tRUVFf/n//yfuPWmpqaKioqvf/3rBrwDAIBoBmVSlZXxmZTHg0zqZnywrLAnsC28qtygWMqNMXwAkEQyzd4AgJkseXarw0VEPYFtfBwvf7xfEJ5JvXj4hNJ4ra+5drrXU/++u7RAXmzOvGRn1UKhaRQR8S7mQ35LVVV9CKUoir4POoBQLS0tr732Wm9v/CnFY8eOvfbaa5MnTzbgHQAADMAzKe1Ih3akw7dyt+eFxxM/eJefkyK6HkvxTMrtvrYOw5Bqm7p3rrvQepBfi051bbA6XWJLMiKZqJLoxaF6SzmJGJFv0PN9AAAC4IQUjHX8kX5+TqonsM2Ac1KVCwr0o/e0073+IyfGwug9GJv05+BwCA4AwBS2QmvF5sWstEjgOSmiIZ7d8/vJiyfBRmLJs9u9r+Sv3s57m3bvXBdeVS66lQTRiGP4NIzhAwCDIJACICLimRQRGZNJyYuluExKaQwjk4K0xI/Icfv37zd7OwAAY5RpmZSiIJO6IavTxcfwxUbudO9YJ3rqDtGIsZQfY/gAQDgEUgDX8Im8RNQT2Na9Y53ocnGZFBEpjWFP/fui696M6iW7Enidev/99ys6wz2U53a777///kQVBQAAgDg8k7IVWnkmJapMXCZFhEzqZvAz+zyWIqKoGjAhlnIMXNfQ7xwAxEIgBXDdxOJFUm2TZZo9qgbCq8pFl5MXS8Gn5ulX/IdPSFvEH9IeEU+jEnjv1OFwyDrDBVKqqg7Z+BzAXLfddtstg/zf//t/zd4XAMDnYSu08h5S6/c9KbCMLJPPN2AFmdTN4bGUVNvEu0nwWMroMXyOgesaYikAEAWBFMAAljx7kXePZZpder7JgHKOmTnhTYviRu9JWw5op+PbJBuGX6eKPc/fT59AaZrmdDrRYwiSzcmhnDt3zux9AQB8TsLTKM7tpvDAXgTIpG5aXCxl9Bg+H5Fv+DF8fiN2AQBjBKbsAcTjmZRh5fjoPefzzbEQSjvd63y+Objqbn1QZRh+73Tv0w18Fg/vNyGolsPhYIzFZvBpmubxeNxut4yJPOZRVTWxnZ70IaOgwPH+++9P4HzGuKl5v/jFL6LR+GT27rvvvvl3AAAYoxijcJgkXYMCRSFNiz88BcPgsZTV4YqN4RM6DPo6RuQmcgwzhs9D5MUYPgBIDARSAEOw5NmNLMczKU/9e2pbhK/wTEp+QHIvKDByJxzvMfG7N1rVukN7n24oWTrHWbVQRCHGGM+e9JmU3+8nImRSZuE9yAW9uaqqIjKpEXqTjSAjI4OILl++HLf+xz/+Uf/ll7/85VG+AwDA2MUzKaeTNO3ait9PmkbBoJm7Sil8DF/fyXaDr06vNZaqHCaWchK5ieRBB6kAAD4LPLIHkBRYbrbviTlxo/e85o3esxVa5y0tdlTdE+mKtrzxXrDuYKLeWd/jnHcxl2VZn4BomqYoihen+kGwL37xi0R04MCBTz75JLZ47ty5n/3sZ4a9AwBAMpBLqvc+3SDq3RmjYJD0bSJVdcCxKbgJQ6ZR51vFNx5lNzGGTxO+CwBIVwikAG6KAY/us9zsygUFcZmUYmom5axayDMpte5QojIpfY/z2KmWuEyKiJBJgWi33norEZ07d05RlI8//piI2tvb/+7v/q67u9uwdwAAMF2kK2ortLa88Z6hmZSmkSRdPzYFn0uyjOFzot85AHxOeGQP4MZ6Att4R0kiEvr0PsvNlhdLRKQ0Xg+h+O/5uvH4w3pq3SG17lDsSxFkWb7//vudTmdsRVEUVVWDONVvLH6ELYFvqH9Mz+FwJLDZUww/avdZLV++fOPGjR999NG2bdv+9V//ddq0aV1dXUR07733/va3v03sO8ydO/f06dMdHR2fY58AAELx3pHVS3a1vPEeEVVsXiykDM+k9M/uaRo5nfFBFdw0fl0aVQMXWg9OKF6Yv2a78JKMKNjfRkrVrWtECpG//yE+AICbhkAK4MZ4CNUT2GZAJkVE8mJpRm62p/792IrSGNbO9PqemC207nCcVQtzCqfsfbpBrTsU6YqKulQlcjgc4XDY6XRq/VerqqpKkhQMBhmuVo0iIjPSB1LJ0x1swoQJv/71r//hH/7hv//7v/v6+rq6um655ZaqqiqHw6EPRhPyDmfPnuVHqAAAkhCfu1e9ZJe4j3ii/kzK46FYM0FkUqPA+51H1UBPYJu0xojZ0NcwoiCRf9DDelp/LCUTuY3bDgCkNARSADdlqmvDhOKFHfIyY+abuBcUOGbmSFuutwbwHz6htp0xa/ReydI5rLSI3z7VjnSIGxfNGAsGg/pMStM0p9OJTApE+J//83+2tLS0t7f/6U9/+h//43/MnDmTr1+9etWwdwCAmL1794ZCISJ66aWXzN7LmGMrtHpb1gsvwxj5fOT1kt9/bQWZ1CjExvCZUNuNMXxgpo0bN3Z2dnZ2di5ZssTsvcCooIcUwM2aWLzotj1dhpVjudnhTYv08RMfvaedNmeiPL99aiu0Rrqi1Ut2iSvEMyl9/MQzKQ2dJkAMu93udDpjWZLQdzh+/Pju3bvr6+v/8Ic/fO5yAOmqrKxs7dq1W7duNXsjIBJjJMukfzacZ1ICZrCOEUP2Oxfd+ZRoxH7nGpGTyIN+5yDKY489tnbt2rKyMrM3AqOFQAogebHc7LgjUaZnUp4XHufJlNBCPJNyu92xFZ5JqbhahVT23e9+lzHmcrlWrFhxxx13rF271uwdASSX6dOnl5WVTZ8+3eyNgGCMUWVlfCalf5QPRq0nsC28qjwaDAivxDCGD0xQVlaGz4v0gEAKYFRETzbhmZR7QUFshWdSJo7eE51GcYyxuNF7mqZ5PB6M3ks5vEs69/m6j6eHixcv/vM///M3vvENv9+/evXqiRMn7tixY//+/WbvCwBgaHJJdaIG7A5hyHNSHg/FPuVVlbzea78QVH1G0WDAMs3ed6q9e+e68Kry860Hbvwzo8T6Yyn3wHUNY/gAYCToIQXw+X2wrNAyzX7LmuqJxYvEVWG52fIDEsvJjo3e0073+o+cIPNG7xmDZ1JEFIulNE3z+/1ElDyNseGGBE3Wu0mZmZkjfGmwjRs3/tM//RMRVVZWXr16tba29sCBA/qQLql2CwBjGZ+4J3rALvFP81gspWnk95OmkSzT/v3X1xWFGCNVJd3RaRiB1emaULyQ9zvvO9XeIS+zOlxTXRuGfLgvkRiRj0jGGD4AuFk4IQXwOfWdbJ/q2tB3qv2jHetFP6jPcrPlxZLywPX4STvdqzSGzTonZaTB56QURcE5Kbihr3zlK+3t7dXV1UN+aYo1a9bEfv/AAw8QUWz0XhLuFgDGspKlcxxV9xCRWndI4DkpoiHOSfn95HSSvnEkPzylPz8FN8L7nUu1TXwaT1QNdMjLegLbRB/tJ+ofw+cjYgPXNSKFSCLyC98CAKSKcRs3bjR7D5D+mpubMzMzy8vLzd5IIo2bNMUyzT5u0pRPDv/q0smOK+ejQs9JEZFjVk4GkdoWia2obZEMIsesHKF1b0guqSYiqVTUbTeHw5GRkaFvIKWqakZGhonnblIdn2OVZv9KxsnMzLRarePHjx/yS4Nt37793Llzzz33XGylra3t5ZdfvueeexYvXpxsu9Uz649KKBS6fPny/PnzDa4LJkrLS4WUxj/WtSMdka5o718uivuUJ4eDMjIGPJcXiVBLy/UvW1qu5VOqSoxRSYmonaSdcZOmTCxeZHW4+PXqhdaD50INBlyyEhGVED1KlEOkEUV06xGi14leJCoZlFgBfEa4WkgDOCEF8Pnxu0/8nFRPYJsBA03kxZLvidn6FaUx7KxtFl13BPzGqeg7qLIsB4NB/YqiKB6PR1xFgMQaN26c/surV6+atRMAgJvkrFroqLon0hVteeM94eekfL4bv4wxPLX3OcROS1kdLn7JGl5VbtwYviDG8AHAsBBIAYwWz6SIyJhMyr2gILxpkX70ntoWkbYcMGv0nrNqYcXmxdTfaUIch8MRDocZY7EVv98vSencRQsAAMBc+kxKO9IhsNLNhE1uN3qcf26WPHv+mu1SbdOE4oUmxFIYwwcAQ0EgBZAAU10birx7iKgnsK17xzrR5fjoPX0mxUfvmZVJlSydY9jovWAwqM+kNE2TJEnTd5oAAACAxIllUnufbhCYSe3fT37/DV6jKKQohPmko2DJs9u9r+Sv3h6LpQwqzDCGDwCGgEAKIDEmFi+Sapss0+xRNRBeVS66Z+RwmZTadkZo3eHYCq3elvUGFBoyk3I6ncikAAAABDEokwKjWJ2u/NXb81dvv21Pl6GFGZGPKEzkGLiu9fc7RywFMMYgkAJIGEuevci7xzLNzifsGpNJxY3e89S/n/aj93gmpe9ozjMpFWf4IVnFNZC64ToAQLJBJpVmLHl2q9NlTm12ozF8Q8ZSKpG3/5cqdoMAYBgEUgCJZHwmVbmgIC6T8h85kSSZlLgLVsaYz+dTdIOiNU3zeDxeDISGpPTnP/+5t3fAE7UPP/zw1atX9XP3AACS3LylxbFMKtIVTfC7338/KcoN2ki53aQodP/9CS4NOryxlOgrWCIid3+/czZwXeuPpdSB6/uJlP5feGoTIF0gkAJIMJ5J8SfzO+Rl51sPCC3HcrPlxVJcJqU0hk3PpOSS6r1PN4gbysMYq6ysjMuk/H4/MikAAAARbIXWWCblW7k7wZmUw0GVlTTyA/iqSpWVpDsiDQnHG0t1yMswhg8ADIBACiDxLHn2/NXbp7o29J1q/2iHEZ2V4jIpIlIaw5769w0oPaRIV9SAQdGMMVmW4zIpRVGQSQEAAIjAMylWWsQzqQS/u6reYIKeppHHk+CiMJBU22R1uMzpd64M+pYfsRRAmkMgBSCEJc9udbimujZIzzcZU1FeLAWfmqdf8R8+IW0Rez5rOLZCa6zZhFp3SFwmRURxmRQRIZMCAAAQxFZordi8mJUWJX7ALn8ij4gYo4Gf7Ndp2g1CKxgdS549f812qbbJhH7nw43h8xM5ifyGbgcAjIFACkAUS559qmuDkRUdM3PCmxbFjd6TthzQTveO8FPi8EyKiAzIpHw+n35FURQPbqICAAAIYCu0el54XMhbyzIpCoUHth3Qjda9dkgKmZRgljz74EXRbSiIRhzDp+m+VHUNztHjHCCVIZACSCt89F5cJuV8vtnETKpi82IiUusO7X26QVwht9sdDoeZ7prV7/dLkjT8TwAAAEDykWWi/h7n/JfPR/rbTjyTGrnbFAjQIS8Lryo3KJYKDjoqpafqGpwr6HEOkMIQSAEYqnvHOtEleCblmGmLrfBMyn/4hOjSQypZOoef6m95473qJbvEFWKMBYNBfSalaZokSRquWQEAAFKLw0GyfO2Xw3H9aT5O08jpRCZlJN5Sik/s6d6xzogxfEx4BQAwHQIpAOOEV5VH1UB4VbnoT3GWm+17Yk7c6D2veaP3bIXW9fuetBVaI13R6iW7Ej8rut+QmZTT6UQmBQAAII5cUi30nhNR/9N8McikjDXVtUGqbeLNKKJqgI/hMyKWAoC0hkAKwDhF3j2WaXZ+c8mATKpyQUFcJqWYmkl5XnicZ1KJnxWtwzMph24mNM+kVPSbAABIbp2dnaFQKBQKmb0R+GwiXdHYPSexlZBJmYp3R+WxFB/Dx2MpUfXuH/hcnmP4V2oYwzfm8A+Lzs5OszcCozVu48aNZu8B0l9zc3NmZmZ5ebnZGzHZuElTvlD24LlQQ9+p9jzPZtHlbBMyHbNyMojUtkhsUW2LZBA5ZuWIrj5Y9uSs2c5Zx4Jtka7osWDbbOes7MlZIgrZbDaHw5GTkxMLoSKRyP79+8+ePasPqsYy/vc9/CsJN2TWH5VQKHT58uX58+cbXBdM1NzcrKrq+++/39nZ+Td/8zdmbwc+A/3ne8sbRimJsgAAIABJREFU7y38/+4WWMzhoIyM603NIxF6/XVaJ7wfAsSMmzRlYvEiq8N15Vz0wnsHL7QejAYDV85HJxYvSnAlRuTQ/fpw+OblLUSvE50dMbSC9FJTU/PWW28dO3bs1ltvxdVCSkMgBUZAIBXDMykD0qgYx6wclpv9+u8/jq2obZEPz/Q+euc0w/YQw69Ze/9yUTvScSzYNmFydv7tQrZhs9kYY3GZlKZpyKQ4BFJwkxBIgWGam5vvvPPOrVu3Io1KRbFMineNFIsxyskZkEm9+CIyKYPxC1qrw3VRa72otQqMpWL26wIpN5Ft4KmoCJFK9CJiqbHib/7mbx577LFoNIqrhVSHR/YAjDbkJF2h3AsKwpsGXB/4D5+QthwwZfSerdDqrFroqLon0hUN1h0UV4gxJsuyojvbr2maoiher1dcUYAb+vjjjzdt2vTggw+WlpauWLHiP//zP83eEQBAAvB+kUZUYowqK0l/e4nP3QPDWfLsdu8r+au385YUPYFtho7h8w1qfK4RKUTS8GepACDJIJACGBNYbnZ40yKWmx1b4aP3zM2kDLhyjcukiAiZFJjo6NGjc+fOfeaZZ4LB4PHjx+vr6x955JG1a9eavS8AgJTCGPl8AzIpvx+ZlFmsTleRd89U14ZYp1SDCruJgkTKoHWNyEnkRCwFkAIQSAGY74NlhQJbQvZjudnBVXcnSSZFRM6qhcYUkmXZ5/PpVxRF8eCyFczw7W9/+8SJEytXrjx79uzJkyf37ds3YcKEHTt2vPPOO2ZvDQAgpfBMSjdXl/x+wg0nk/B+5zyWElVD3+P8/v5FRiQThYeKpVQiD5EH/c4BkhoCKQCT8SiqJ7DNsEzKvaAgtsIzKbNG7xnG7XaHwwP+Gf1+vyRJw70eQISuri5VVQsKCmpra7Ozs4nooYceWrNmDRH95je/MXt3AAAJJpdUC302nxijYHBAJqUoyKRMxGOp2/Z0CXl3B5Hc/8sx8FtsmFhKI/ITOYnwhwIgWSGQAjAZv6FERD2Bbd07hLfkZLnZ8gOS8sD1LEY73es/ciIZMinfyt3i3pwxFg6Hme6yVdM0SZI0jIsGo3R0dBDRfffdZ7FYYosFBQVEdPr0adO2BQAgQKQrSkRq3SFkUhBeVW7AbdfrsZRj4LrW31gKfy4Akg8CKQDzTSxeJNU2WabZo2ogvKq872S70HIsN1teHJ9JKY1hczOp6iW7tCMd1Ut28UtYERhjwWAwLpNyOp3IpMAYd9111+HDh5999ln9YkNDAxEVFxebtCkAACFshdaKzYvJsExKD5lUkon1Ozcolhq537lf+BYA4OYhkAKDhEKhmpqampoaszeSpCx59iLvnlgzSNGZFBHFZVJEZG4m5XnhcVuhNdIV9a3cLTqTcujaoCKTAsNkZWWVlpbOmDEjtvLMM880NDTk5+cvW2ZUC9ikxz8pQqGQ2RsBgNEqWTrHuExq4IP56CeVVKTapgnFC3ksZVBJd3+/czZwXSPyYAwfQBJBIAWGKioqMnsLycuUTMr3xGz9itIYdtY2i647JFuhNZZJ2Qqt4goxxnw+n370Hs+kMHoPjHTq1CmXy7Vp0yar1RoIBKxWgX/mUws+JgDSiaGZlP6clKaR30+qKrAi3DRLnt3ufSV/9XZR7aWGxIjkEcfwod85QBIYt3HjRrP3AOmvubl5xowZa9eunT179o1fPYaNmzTlC2UPXtRaL2qt50INWVKxJc8utGLJ9MnuBQWvt56KXLjEV7QzvS8eOfHondNsEzKFlh4se3LWbOesh77rEF3IZrMxxnJyctT+S9VIJKJp2tmzZ/WHp9IYP35SXl5u9kYMcvLkyV//+tc//elPn3322ZqammAw+O6779rt9tzc3IS8v6qq+/btO3PmzMyZM2/m9fX19Q8//PCRI0fmzZu3b9++0tLShGxDBOP/qMyePbu8vLyzs/Py5cvz5883rC6Yrrm5OTMzc+z8/9LYkX/7tJzCKceCbdqRDiKSSoVd2DBGjNHrr1/7MhKh/fuppGRAhykwT5ZkxsPpNiIHkZsoZ9CpqBai14nODuo5BakjFArhaiHV4YQUQHKx5NnzV2+f6trQd6r9ox3rDRu9x3KzYyt89J52uld06cGEno3SY4zJshx3TkpRFJyTSj/19fUzZ86sqKjYsmVLQ0NDKBT6+c9/vnnz5jvuuOMf//Efz549O/oSL7/88urVq6urq2/4yitXrqxatWrFihUXLlz40Y9+FAqF5syZM/oNAAAks5KlcxxV9xBRyxvviT0n5XaTz3f9S00jj4fwVH4S+2BZYfeOdcIfC2D9/c7dA9c19DsHMBkCKYCkY8mzWx0unklFgwETMym17Yzo0uaKy6SICJlUOrl8+fJTTz21YsWKTz75JDs7+9577/3Od77z3HPPffOb37RarZcvX37ppZceffTRixcvGrYlRVHq6urmzp377rvvrl+/PjPT6HOIAACmcFYtdFTdE+mKGpFJ6T/ZNY2cTmRSySyqBjrkZQb1O/dhDB9AckEgBZCMLHn2qa4NPJPqCWwzLJOKG73nqX/f3NF7RCSXVAu9cpVl2ae/m0qkKIrH4xFXEQyza9eu559/nohuvfXWo0ePvvPOO88999x3vvOdH//4xx9++OEjjzxCRKqqbtq0yZj9dHR0PPfcc7fccsvbb7/9pS99yZiiAABJwrhMSpaRSaUKqbYpdrmbLGP4VOFbAIAYBFIAyYtnUkRkWCZVuaAgLpPyHzlhYibFL1hFd0J1u93hgdN5/H6/JEnDvR5Swvnz5/nxt9tvv/3QoUOzZs3Sf9dms+3evfvOO+8kop/+9KdXrlwxYEuNjY29vb0ZGRmrV69ePtAvfvELAzYAAGAufSbFW0qJMmQmBcmH34KVapusDpehsZQb/c4BkgICKYCkNtW1oci7h//GgHIsN1teLMVlUkpj2KxMylm10PPC40Sk1h3a+3SDuEKMsXA4zHR9TzVNkyRJww3VlLVz584TJ04Q0Q9+8IMhm5dnZWWtXr2aiD766KPf/va3CSl6/Pjxb33rW5IkTZgwYcaMGcuXL//zn/8c++7vfvc7Iuru7g4M0trampANAAAkuVgmtffpBrGZVGVlfCaFW03JypJnz1+zXaptmlC8MBZLRYMBsVVZf2MpZdC3/EROIi9iKQDhEEgBJLuJxYsMnZJLFJdJEZHSGPbUv2/kHmJYadH6fU/aCq0tb7xXvWRXpCsqqhBjwWAwLpNyOp3IpFLUb37zGyIqKip64oknhntNVVXVp59+evHixXvvvXf0FTVNu+uuu37yk59omtbb23v8+PFAIFBSUvLHP/6Rv6CmpubqML73ve+NfgMAAClBn0kJLMMYVVaS2319Beekkpslz273vpK/ertlmr3vVHv3znXhVeXnWw+IrcqGiaU0IqU/lgIAYRBIAcAQ5MVS8Kl5+hX/4RPSFsHXBMOwFVo9LzxuK7RGuqK+lbtFZ1IOhyO2gkwqdf3hD38gotLS0pEbh1sslvHjx//VXyXg0/DYsWORSORb3/rWW2+99dZbbz355JNE9Je//GXr1q2jf3MAgHQyb2mxo+qe9fueFFuGMZJl0n2sk6oS2kQmN6vTVeTdM9W1gcdSHfKy7h3rjIulHAPXNfQ7BxALgRRAShI+H5fIMTMnvGlR3Og9acsB7XSv6NKDGZlJ+Xw+/eg9nkn5/X5BFUGEvr4+3hfM4F5gP/zhD//t3/7tq1/96le/+tUXXnhh4cKFRNTU1GTkHgAAkp+t0OqsWmhEJcbI5xuQSfn9yKSSHG8sxWMpIoqqgY92rDeiMLtRv3O/EbsAGFMQSAGkng+WFXbIy4TfLOofvReXSTmfbzYxk2KlRTyTEtd4gjFWWVkZl0l5vV6vF3fHUkYkErl06RIRTZo0ybCiVqt1w4YBvd6WL19ORF1dhj5yCwAAA/BMSvdIPvn9hM/0pBfrd87H8BlX2N3f75wNXNeIPBjDB5BgIz3IAABJqO9k+1TXhp7Ato92rLc6XaKbnfNMylP/ntoW4Ss8k5IfkNwLCoSWHsxWaK3YvPh3b7TyHuclS+cIur/KGJNlmYhisZSmafz3fD2NaUc6wkc+w2Xf4P8J9CMRR/6uiPfnvvjFL06cOPH8+fPHjx//TOVG44477sjOztav5OTkEBGPxgAAwDSMUTBITifFnsHnn+/p/pmeBngsZcxsn+sYkUxUSfTiUL2lnERuInlQYgUAnx0CKYAUY8mzWx0uIuoJbIsGAwZ8QrPcbN8Tc148fEJpvDZrTzvd620Mf3i6V15s9MAaW6F13tJiIlLrDrW88R4NH0mMXlwmFft9emdS4SPtat2hm3/94P/+9T8+8ndFvD+XkZExc+bMo0ePjtz/q7u7+xvf+AYRrVy5coTe5zdp8Cy/q1evjvI9AQDGjuolu/jj+ULeHZlU2ukJbBN7GcyGj6X8RGp/LAUAo4BACiD18JtFRGTY/SKWm125oICI9JkU/70pmRSPIdS6QzybEJpJzZgxw6NrNpH2mZRUaqeqUb2Do+qez/3d0b9/zKxZs44ePXrgwIEPP/xwxowZQ77mwIEDb7/9NhFt3LhxlLsCAIDR4A0ifSt3C8+k9L0FeYPI9P1MT2MfLCskIn5r1up0CazE+mMp78AeUhqRQuRHLAUwKgikAFKVwaeXWW42z55imVTs98ZnUtQfQhmQSbndbofDoe+NrSiKqqrBYFBQRXOx0iJWWjSadxj5f4vR/y91k+/gcrn27t176dKl6urq7du3D/ma//iP/yCi8ePHf/nLXx7lrgAAYDQqNi/e+3SDdqTDt3K3wOl7jFE4fD2T0jTy+2nGDHK7RVUEMfJXb+8JbOs71d69c53YQIpjRD4imcgzsIeUhlgKYFTQ1BwAPgN5seR7YrZ+RWkMe+rfN2UzzqqFFZsXk8g0imOMhcNhpuuHqqqqJEkjPw4G5lq+fPncuXOJqK6urr6+fvAL3nzzzUAgQEQPPfTQhAkTjN4fAADo8DaRtkKrwDSK4z3OYzSNvF5SVbFFIdGsThcfw2eZZjeuKrvRGD7VuL0ApAcEUgDpI7yqvO+k8Ckk7gUF4U2L9Cv+wyekLQdMGb1XsnSOt8WIScCMsWAwqM+kNE1zOp3IpJJWRkbGM888k5GRcfHixRUrVnz/+99/9913L1++TERnzpzxer2PPfYYEeXm5tbW1pq9WQAAICPSKM7tjs+kPB5kUinn2hi+55uMLuzuH8MXRyNyEnmINIM3BJDCEEgBpInwqvK+U+0d8jIDMimWmx3etIjlXh8oxkfvmZJJGQaZVMr52te+9tprr9lsNiLaunXrXXfdZbPZioqKcnNzFUW5dOnS5MmT/X5/YWGh/qc+/vjjTZs2Pfjgg6WlpStWrPjP//xPk7YPAADCuN2kG1pyLZPCB3paCK8q7wlsE1uDEclE4aFiKT+Rk8iLWArgpiCQAkgTRd49lml2IzOp4Kq7kzOTinRFBb0zz6Tcuk4TPJPy866okHyWLl3a3Nz88MMP8xF4n3zySWdnJxGNGzduxYoVx44de+SRR/SvP3r06Ny5c5955plgMHj8+PH6+vpHHnlk7dq1I1exWCzi/hEAAEAIWY7PpPQz+CBl9Z1q7wlsMzOW0oiU/lgKAEaEQAogTVjy7EXePROKF/JM6nzrAdEVeSblXlAQW+GZlLchPMJPiSaXVPtW7taOdAh6f8aYLMuK7hJW0zSv1+v14qIjSUmS9Oabb/b09ITD4VdfffWVV175/e9/f+7cuZdffjnubBQRffvb3z5x4sTKlSvPnj178uTJffv2TZgwYceOHe+8884IJXbu3Hn16tVf/vKXceuVlZVXr16NRkUlpABpJhQK1dTU1NTUmL0RSCJ7n24Q+O7IpNKRVNvEr4eNjqUcA9e1/sZSuEIUgH9YhEIhszcCozUOs67BAM3NzZmZmeXl5WZvJM2NmzRlYvGicZOmfHL4VxdaD145H51YvOjGPzYKtgmZJYWTcyZkqm0RvhK5cEk703v2wiXHrByhpYcU6YpmT846FmzTjnT0/uWiVCqkz6XNZnM4HBkZGWp/v4lIJKJp2tmzZx0Oh4iKCcc/v8fav5I2m2327NmzZ8/Oy8vLzBxiyGxXV9e3v/3tgoKCt956Kysri4huvfXWs2fPHjhwYObMmX/9139t+JbNZ9YflVAodPny5fnz5xtcF0zU3Nz80UcfTZ8+vaioaPbs2Tf+ARgDqpfs0o50RLqis52zRNVwOCgj43oDqUiEXn+d1q0TVQ7EGzdpyhTncp5JXdRaL7QejAYD4yZNyZKKBVa1EbmJGNF/E0V06xEilehFIhtRicD6Y01XV1c0Gu3s7MzPz8fVQkrDCSmAtGLJs1sdrqmuDX2n2qPBgPCbQkQsN1teLCkPSLEV7XSv0hg25ZyUrdA6b2mxo+qeSFe05Y33hNYafE5KURSck0ppHR0dRHTffffpH8ErKCggotOnT5u2LYAxo6ysbO3atRUVFWZvBJKF54XHiajljffEnpOqrIw/JyVJw74YUsTE4kV27yv5q7fzjhbdO9eFV5ULf4DA3d/vnA1c14g8GMOXSBUVFWvXri0rKzN7IzBaCKQA0g2fOcIzqZ7ANgMyKSKKy6SIyMRMylm10FF1jwGTemRZ9unH9BAhk0ppd9111+HDh5999ln9YkNDAxEVF4u8rQoAAEOJzd1reeO9YN1BUWUYo8pK0p9x5j3OIfVZna4i756prg2xRqvdO9aJ7bXKiGSM4QO4WQikANITz6SIyMhMyvfEgIcslMaws7bZgNKDOasWGlPI7XaHwwNyN0VRnE6nMdUhsbKyskpLS2fMmBFbeeaZZxoaGvLz85ctW2bixgAAxqxYJqXWHRKbSfl8AzIpvx+ZVHrgd2p5LEVEUTXQIS/rCWwzIpYaeQwfACCQAkhj/NOXiHoC27p3GNENwb2gILxpkX70ntoWkbYcSIbRe+IwxsLhMGMstqKqqiRJGrqiprJTp065XK5NmzZZrdZAIGC1Ws3eEQDAGGUrtPJn94zIpHSf5uT3E049pwseS0m1TbFnCHgsJbYqQ79zgBtAIAWQziYWL5JqmyzT7FE1EF5VLvZeEBH1j97TZ1J89J7pmVT1kl3i3pwxFgwG9ZmUpmlOpxOZVIqqr6+fM2fO7t27582bd/Dgwfvuu8/sHQEAjGmstKhi82IyIJMKBgdkUoqCTCqdxMVS/MyUcIwoSBRELAUwBARSAGnOkmcv8u6JPTlvYialtp0hIrXtjLchzH/xFQNUL9kV6Yry/xRUAplUerhy5cqqVatWrFhx4cKFH/3oR6FQaM6cOWZvCgAAqGTpHGRSkBCxWMrQqg4iH5FvqH7nCvqdw9iFQAog/ekzKUue3YCKPJOKG73nqX/f2xDe/6eI0hjmv/b/KaKd7vUfPiF6P54XHrcVWiNdUd/K3aIzKbfbHVvhmZQaGyYNSU9RlLq6urlz57777rvr16/PzMw0e0cAAHANMilIoCEviaPBgMCSTDeGL46GfucwRo3buHGj2XuA9Nfc3JyZmVleXm72RsaucZOmfKHswTzPZsMq2iZkstwJORMy1bYIX4lcuKSd6W3p+iRy4RJfYbkTXjx84l/e6cggcszKEbeZ7MlZs52zuv9wqvsPp44F22Y7Z2VPzhJRyGazlZSU5OTkxEKoSCSyf//+s2fPOvStUs0WCoWICP9Kxuno6HjiiSemTp3a1NQ0ffp0s7eTFMz6oxIKhS5fvjx//nyD64KJcKkANyP/9mlEpB3p0I50EJFUKuY2m81Gjz5K//Iv11c0jc6epWT6KIeE+2BZ4SeHfxUNBrKkYoF3cG1EDiI3Uc6gU1EtRK8TnSViRDZR9dMJrhbSAAIpMAKuMpPBuElTDK5om5DpmJWTQaTPpGJpFBG1dH2ineklIrUtwnKzS6ZPFreZ7MlZUqk9e3LWsWDbsWBb718uCrqKtdlsDocjIyNDn0lpmpZUmRQCqSHt2bPn1VdfnTx5cmtr656BJk6ceNttt5m9QRMgkALD4FIBbhL/+NaOdES6ouI+zclmI7f7eiYViZCmUUnJgJNTkHYutB68cj4aVQPC20vFYqmzRC269QiR2h9LOcRuIQ3gaiEN4GEEABBLXiwRkdIYHuE1LDfbvaBA9E5shdZ5S4uJSK071PLGe0TkrFooqJYsy0SkKAr/UtM0/nu+Dsnpd7/7HRF1d3cHAvEn9ufPn/+1r33NjE0BAEA8/vHNP83FfZRfm7vn8Vz7UtPI4yGfD+ek0tVU1warwxVVA8Kn78UwIh+RTOQZeFpKI1KI/ERuIlw5QlpDDymAseuDZYUGfOLyzuWOmSOdPHaXFhjT49xWaHVWLXRU3RPpiortQEEky3IskOIURfGiCUUSq6mpuTqM733ve2bvDgAAruOf5uv3PSm2jNtNPt/1L3kmhXEl6Yv3O79tT5ehVRlREP3OYYxCIAUwpvUEtonOpHgX89hTe0OK9TgXupMYfhVLoruiEsmyHAwG9SuKonhi91oBAADg8xJ4NkrP7Sb97SVNI6cTmdQYJPwmrnvEfudOxFKQnhBIAYxd+au3E1FPYFv3jnVm78VozqqFsUk9e59uEFfI4XCEw2Gmaznh9/slSRr+JwAAACCZyDIyqTGOP1UQXlUuNpZiRDJReKhYSiXyYAwfpCEEUgBjl9XpkmqbLNPs+Wu2m70XE5QsncOP+re88V71kl3iCjHGgsGgPpPSNE2SJA3XsgAAACkBmdTYlr96u2Wave9UO4+lzrceEFiMDRNLaUR+IicR2j9AGkEgBTCmWfLs0vNNQkvcP8umPCDdsGe5Y6bt/llGT7i1FVrX73vSVmiNdEWrl+yKdEUFFRoyk3I6ncikAAAAEkXoR/nQmRSMDVanq8i7JxZLdcjLjIulHAPXtf7GUoilIC0gkAIAsRwzcyoXFGinL4z8Mu1Mr2E9pPRshVbPC4/zTMpWaBVXiGdSDt1oHp5JqaoqrigAAMAYEaw7GOmK+lbuFphJVVbGZ1J4Bn/MsOTZeSw11bWBiHgs1b1jXd/JdoFV2Y36nfsFFgcwAAIpABBObTszclNzItJO9yqNYW9D2Jgt6fFMytuyXnQhxpjP59OP3tM0zePxYPQeAADAKM1bWlyydI7YTIoxqqwk3b2la3P3YMzgY/ik2iYeS0XVQIe8rCewTWws5e7vd84GrmtEHozhg9SGQAoA4iW8ZaN7QYHygERELDeb/ya2znKz9a80MZMyphBjrLKyMi6T8vv9yKQAAABGw1ZodVYtZKVF/GF8UWUYI59vQCbl9yOTGmv0sRRvLMVjKYElGZE84hg+9DuH1JRp9gYAILn0BLb1nWqPBgNExG/+JIS8WOL/qc+bWE52cNXd3saw//CJ2KLSGI69Pi0xxmRZJqJYLKVpGv89XzdGKBSqqakxrBykqFAoVFZWZvYuAABuCj/yLLwMz6T0Tc39fmKMDPwQh2TAYymrw9UT2BZVAz2BbdFgwOp0JfD6OR4jkokqiV4clEz5iVQiNxH+GEJKGbdx40az9wDpr7m5OTMzs7y83OyNwI1NLF5ERJ8c/tWF1oOxLxPCMSuHiCiDpJwJjpk5jpk598+ylUyf/Oid09wLCv7lnetHndW2yP62Mzfsgy6UXFJNRFKpXdD7OxyOjIwMfQMpVVUzMjL0TabEKS8v7+zsNKAQpLrp06evXbvW+LqhUOjy5cvz5883vjSYBZcKkEpsNnr0UXr9dYr0dyRQVcrIIEM+xCGpjJs05QtlD1odrota60Wt1e59RXhJG5GDyE10lqhFtx4hUoleJDo7qBV6msLVQhrACSkAiMdv7PQEtvGzx4m9z8OjqLhFlpsd3rTI+XyzdrqXr6htEWnLgeCqu+Oe6TNGsO4gEal1h4jIWbVQUBVZlmfMmOHRnfNXFEXTNJ/PJ6iinikpAwAAQJpgjILBAeek+MFnnJMakyx5drv3Ff6EgUEYkY9IJvIM7CGlESlEfpyWgv+fvXsPj6q698f/iUnMJMgwCRLJZWSNgBSwbUQgBDyHmRww/fIoAoWUXvhlpupzQoEeONiWHk6ZGVvUY6VBiZgj0hlKz1NOoKbBlppYmUFrgIAx2hMu1nR2zIVLTBgGJYFw+f2xyGRnEsIls/aey/v18Jxnshj2Z+Fz6l6+917rEx5whhQA9GN4/uqRyzYSUVvphpPFKxWoyFI0AfGT1N4pj6iUZCrMmf9MHhG5Sw7wcEoQs9ns8XgYY/4Rp9NpQMseAACAICmas1XUpXkmJWezEQ6FjGJaU37fwfN1VQJLshu14XMLLA4weAikAKB/WlO+YfPB+BF6n7vUszRbbPcQIgqxTCpr7oRVe54gkW9IcYwxl8slz6QkSTIYDJL/iSsAAADclqI5W70tPrGZlKd3MxanE5kUyDVZF54sXqlQG74AEs47h1CHQAoAris+VZ9p3xU/Qt/V2thkXahYJmUcrfOP8EzKXX9GdOm+dOlae+0qBQr1m0mZTCZkUgAAAINheX2RLl2raCYlSeR0kuyMSIhm/PgLn7tUoTZ8nv5iKSeRiciOWApCEQIpABiIKpmUY/EE2yM929ak9k7LjqPy9nyRh2dS8hPNeSblxooWAADgdvG+ezyTKltXIaoM77vnJ0lksSCTAiIanr/asPng8PzVXa2NArvv+bHrxFISka07lgIIJeiyB0pA65ywxruH8NYhX1ZXJBgmxqeK6j3H6RLjWEpicmKcu/5a8xpvxyXpTOfZjkvXWvWpx9vi0wxNEHFlnU5nNBqTk5P9IZTX6923b9/Zs2eVab0HEDrQNycKYakAgmiGJow3jTnmqpcON3lbfONNY4SUycoixqi8/NqPXi/t20fz5pFON+Afg8gXO2RY0sTpWmN+7JBhCpX0t+H7qPdbURHXhg+rhQivOwvhAAAgAElEQVSAQAqUgFVmuOO30tghw7449FZH3f4r531JE6cLrahLjDOOSY4hkmdS7npvDJG6mdSr3/pt2rhUXbpWxMV1Oh1jLCCTkiQJmRREGywxoxCWCiAOz6QO/M+HJ4+3is2kYmJ6Xozyeqm8HJkUcP2mUW2lGwSuqHVEZiJG9BGRVzbuj6V0RFmiiisDq4UIgEAKlIBVZgSIHTIsfoSeZ1KXTjclP/qUAkUDMikiUjeTcpXs549YO89dMEwW8poYf08qJiZGnkm53e6YmBhkUhA9sMSMQlgqgFCaoQkPzp0oPJMyGpFJwU36ZGF6R91+n6tU7OaDLKJ5RMlEUp9YqpxoG1FWnw594QOrhQiAQAqUgFVmZODvSRFR+k9+rVhR45hklqIp/7/P/SPuem/Dmc55D4xQbA5+PIQ65qr3tvjEZVJEFJBJEREyKYgqWGJGISwVQDR5JkXd9/Tg6zeTWrlSSC0Ic5dON3W1NvrcpefrquJT9aJiKb6Dj8dS7t6/5SXaRtRAlEUUhqkpVgsRAIeaA8CtUeJExt7MU9I8a3u9z+w8dMKwvkrhaXCmwhxj4TRvi89dcsBVsl9cIavV6pCfkEpks9ksFou4igAAAJFNl65dtecJIhJ7E7dayWbr+VGSyGC47pchWg3PX51p38XX1R11+5usC08WrxTYPojdRBs+AMUhkAKAMMBSNJ6101mKxj8itXca1ldJ7Z3KT4ZnUiR6OUtkNps9nl69BZ1OpwGLWgAAgNulS9fOfyaPRN/ECwoCMymTSVQtCFvxqXp/Gz4i8rlLm6wL20o3KBFLmXuPS0Q2IgNiKVAaAikACAKBN85uLEXjWjopIJMyvVqjViZleX0REblLDghsI03EGPN4PIwx/4gkSQaDQZIkcUUBAAAiWNbcCcIzKcaooIDkG+3dbsJrztAfeSzV1drYVrqBx1ICSzIiB5GnT689CbEUKA2BFAAM1icL05usC6Mtk2KTM1fteUKXrq3dfaRozlZvi09UIcZcLldAJmUymZBJAQAA3B6FMimHo1cm5XQik4Lr8cdSWmM+j6U8S7OFx1IuIkefQ82l7ljKLbA4AIdACgAGpet0Y/wIfVdro5KZlO2Rnm1rPJNy158RXbovXbrW8voiXbrW2+JzPLlTdCYlP9GcZ1LyU88BAADg5vkzKVNhjqgaPJOSPVIip5PsePkEris+VT9y+UbD5oOJE3P8sZTPVSqwpJnI1d/BUhKRichCJAksDoAue6AEtM6JYLFDht019RsXpLoLUl2q5RkFKuoS41hKYnJinLv+Wvdab8elffXesx2XjGOSFZiAnGZownjTGN5375irfrxpjGZogohCOp3OaDQmJyf7Qyiv17tv376zZ8+i9R5EHvTNiUJYKoDyRo4bITCN4nQ6mjePysvJe23RQm43xcQQ7t1wfbFDhg0zfSt+hP6CVNfV2vjFobfE9hTibfjM/bXhqyUqJzpLxEKxDR9WCxEAgRQoAavMyBY7ZFjSxOnKpFGcLjHOOCY5hkieSUlnOlXMpE4ebz15vPWYqz5tXKouXSuikE6nY4wFZFKSJCGTgsiDJWYUwlIBIhYyKbgtCYaJd039RuyQYXr775Wod71Yykvk7o6ljEpM5OZhtRABEEiBErDKjHixQ4YpX7RvJuWu98YQqZJJGSbrNUMTjrnqpcNNOd+dJKgQf08qJiZGnkm53e6YmBhkUhBJsMSMQlgqQCTjmdRLL/WMSBKdPYtMCgbGH/r2He863Shq7e2PpT7qvVmPx1LbQiuWwmohAiCQAiVglQmCBGRSRKRiJpWcPkwzNOHbRXNF1wrIpIgImRREGCwxI8DFixdfe+21l19+2eFwvPfee1qtdtSoUQN8H0sFCAVFc7aKetNZpyOzuSeT8npJkkino6ys4NeCSPfZ049cOe/rN6sKDh2RmYgRfUTklY37YykdUQj8fy5WCxEAh5oDgChiO4N0s+YZXD94UD5iq/RYdhxVoHQAXbpW+FEU3axWq8PhkI/YbDYLevcAQMjg/5pKS0ubPn26x+N5+umn//rXv6o9KYCBuEr2e1t8ZesqpMNNQgrwM879JInsdkJ/ErhFbaUbFGrDZ+4+75z1HpeILGjDB8GBQAoAhPhkYXpb6YaTxSsVqGUcnexZO52laPwjzkMnDOurFCitIrPZ7PF45CNOp9NgMFzv+wAAimlubn7nnXfy8/NfeOGFn/70pxs3biSiyspKtecFMBBTYY6xcJrYTMpsDsykLBZkUnBLhuev9rfhE3vYORExIiva8IFACKQAQAjD5oPxI/Q+d6lnaXbX6UbR5ViKxrV0kjyTkto7DeurpPZO0aVVxBjzeDxM1k9akiSDwSBJkmpzAgAg4nH5rFmz+I9f+cpXkpKSzp07p+qkAG7Mn0mxyZmiapjNZLP1/MgzKdy44VbEp+r19t8bNh9UqB4jshJ5+oulnEQmIrtCE4HIg0AKAISIT9Vn2nfFj9B3tTY2WReqlUmZXq1RN5OyZhUVzdkq7vqMMZfLFZBJmUwmZFIAoKKHH354//79WVlZRHTp0qUtW7acP38e59xBWHhw7kR77SqxNazWwEzKZEImBbcqPlXfd/B8nbAtAqw7ljL2HpeIbEQGxFJwOxBIAYAoamVSxtE6/4i6mZS3xadL13pbfEVztnpbfIKq8ExK/l96yKQAQHWxsbFEtGnTppkzZ27ZsmX27NmPP/642pMCuDEhJ5r3hUwKxGiyLjxZvFLgqpsRuYhc/R0sZUMsBbcMXfZACWidE7Vihwy7a+o3Lkh1F6S6L6srEgwT+32YE0S6xDjj6OTkxDh/6z1vx6XyulZdYlxWxlChpfvSDE0YbxpzzFXvbfH9vx8ZxRXS6XRGozE5Odnfes/r9ZaXl+t0uiy074EwhL454aW5ubm8vPzjbkQ0cuRI/ltXrly59957u7q69u/ff/ny5cmTJ1/vIlgqQNQxGikmpucAKa+XystppRKHb0Kkaivd0FG3n6+6L0h1CWxi7JBhQioxonlEWddvw5fVJ7ESAKuFCIBACpSAVWY0ix0yLGni9Nghw7449FZH3X6xTWqJiEiXGMdSEgMyqY9avjjbcck4Jllo6b54JiU0jeJ0Oh1jLCCT+uijj86ePYttMhB2sMRUS0NDwzvvvJOZmZmQkBDwW+fOnaurqzt8+LDX601KSkpMTPT/1scff/zzn/+8utuIESP8wZNer3/wwQcfe+yxDz/88C9/+ct3v/vduLi4fktjqQAhq2jO1vGmMZqhgf+jCALGKDm5Vya1bRsyKbhtSROna435fNXNYymBC28dURbRPKLkPu32vETbiBqIsoh0/f7h4MBqIQIgkAIlYJUZ5WKHDIsfoed3x0unm5TJpIxjkmOI5JmUu94bQ6RKJqVMIf6eVExMjDyTcrvdMTExyKQgvGCJqZZf/vKXv/nNbx5++GH/K07cm2+++cMf/rCsrOzdd9/985//XFpaGhsb638BMz09/dvf/vb/123y5MmlpaUvvvji7Nmz77zzTiKKiYk5e/bs+++//8///M+pqan9lsZSAUKT48mdJ4+3HnPVC8mkdDpijD76qGezntdLDQ00b16QC0HU4E+C/bFUR91+n6tUbCxlJDL3F0vVEpUTnSViomIprBYiAAIpUAJWmcDvjkTEb41EJDqTIqKATIqI1MqklBSQSRERMikIO1hiKu/8+fMOh2PXrl1E9Nhjj8kDqdra2h//+McXL16cPXv2okWLUlNTjxw5Ul1drdfrx4wZQ0R33HFHgkxcXNzf/va3P/7xj4yx+++/n1+ktLS0vr7+Bz/4gfzVKjksFSA0GSbrTx5vFZtJGY29MqnaWmRSMEj+WIqfm6FcLHWWqFY2znfw8VjKGPyyWC1EAARSoASsMoHjd8GOuv1KZlIsRVP+f5/7R0Ikk3KV7DdMFnWcltFoZIyVl5f7R9xud0NDwzysbiFMYImppKqqqp/85CfFxcWHDh3iIwGB1LPPPtvU1LRo0aKf/exnEyZM+Kd/+ieNRlNdXe3xeBYtWtTvNUeMGFFeXn7o0KGzZ89evXr1d7/73e7du2fMmDHAv4VqampOnTql1WqbZTIyMoL7lwW4VZqhCYbJen4c5DFXfc53JwW/Rr+ZVEwM4UkSDE7skGHDTN8KiKVihwxLMEwUUk9HNI/ITPQRkSQb9x8sNehYqrq6Wn6PqK6uTkpKwmohrMV4vd4bfwsUt2PHjsbGxpycnIcffljtufTj8uXLv/3tb997772TJ09mZmYuWrToX/7lXwb4/pYtWxISElasWKHYDCGU+VylJ19ZSURaY/7I5RsVqCi1dxrW92qCa56S5lg8XoHS/bJmFRGRsXCaqTBHXBVJkgwGg3zEaDS6XC5xFQGCZdOmTRcuXHjqqafUnkhIC9ZS4f3333/ppZf456ampkuXLr322mv+7XgXL17Mzc29ePHi7t27/SnVhQsXZs2adeHCBflggMOHD7/wwgu83WdsbOw3vvGNVatWabXX7V+2ZcuWPXv2yBOojIyM559/fjB/NYBg8bb4HE/u5M1zV+15QkiNvo32bDayWoXUgujjc5W2lW7oam0kovgR+nuWF4l9MOwksveOpThG5Lj9WGrNmjXNzc3+H5ubm+fMmYPVQljr/1xJUF1zc/POnTt9Pl9oBlI2m62iomLatGl5eXl79+796U9/+rOf/eyxxx5Te14QHrSm/MSJOU3WhcqkUUTEUjSetdNNr9ZI7Z18xHnohLv+jGet8Fe0+jX/mbyydRXukgPeFt/8Z/IEVWGMeTwek8kkda9u3W63wWBwuVyMMUFFAUAxwVoqzJgxY8aMGfzz008//e6778p/98SJExcvXrz77rvlwVNCQsLYsWP/7//+r6Gh4XqBFD9J6uzZsz6fb+TIkfHx8Tecyfz58/HsCkKTLl1reX0Rz6SK5mwVkkkxRi5Xr0zKZiMiZFIQFHz57XOX+lylXa2NTdaF9+9qEVjPTGQk2kZk6z0uEZmIjESO22nDF/CUgj++us0ZQmi4Q+0JQP/4m4cff/xxZ2en2nMJJElSZWVlXl7eyy+/vGLFit/85jcpKSm/+93v1J4XhJP4VH2mfZeSFVmKxrV0EkvR+Ef4a1P+iEpJWXMn8LVs7e4jRXO2iivEGAuInyRJkkdUABC+lFkqtLe3E9GIESMCxvkI/90BDBs2TK/X30waBRDieCalS9fyTEpIDZ5JyR8a2WxktwupBdEnPlU/PH91pn3X8PzVYtMojhFZiTx9MikichOZiCz9vUIFUQaBVIiaNm3ajBkzTpw4sX79+i+//FLt6fQiSdLVq1cff/xx/uPQoUMfeOCBzz77TN1ZQdiJTxV1gtL19JtJyV+bUhJ/59+/rvW2+AQVQiYFEKmUWSpcuXKFiPomSrx9XldXl6C6ACFInkmVrasQUoNnUnJOJzIpCCIeSylXj10nlpKInEQmIvx/d3TDlr0Q1dzcPHv27IaGhoqKiqqqqhkzZqSmpgacvLBgwYK77rpL+bmNGTPmZz/72bhx4/iPly9frq+vT0tLU34mALeKZ1KWHUf8rfd4JuVYPN44WuljzuXv/zue3MnXuCIK8Uxq27ZtNv7yf3cmZbVazWaziIoAoABllgo8kLreeExMzGAuDhB2/Pfu2t1HiEjIvnvGyOMh/ymQkkROJ82ciTPOQSjP0mytKV9UVsWIrEQFRBYit2xcIrIROYnMRNicGpUQSIWovXv3btmyhX8+d+7cW2+91fc7s2fPViWQyszMzMzM5J+vXr360ksvNTc3L1u2TPmZQIQReyPsxlI0jsUTth06Yav08BGpvdOy46h5cpo1zzDwnw06vq4tW1chHW4SnUkVFBQQkTyTstvtDQ0NVhxOARCelFkq8Hejzp8/HzDOj+3AXjyIQvzeXTRnq9hMyuEgi+Xaj5JEFgs5HMikQJyu1sa20g0+V6nYWMrV33nnUncsZSUyC6kMIQuBVIgaPXr07NmzB/6ORqMZ+AtB0dzcvHfvXv+PX/va177+9a/zz21tbc8999y77747c+bM7373uwpMBiIYb/zhc5USkQKZVMGUNCKSZ1LOwyeISJVMav4zeR/urnOXHHA8uTNr7gRBrfcYYzx7kmdS/DMyKYBwpMxSgZ8V1dzcfPXqVfn7UA0NDUSUmpo6yOsDhCO+755nUrp0rZAbN3+FOSCTCjhhCiB4Mu272ko3dNTtbyvdIHYpbu4+79zZJ5ayENkH1YYPwg4CqRCVm5ubm5vr//Hy5cvnz58fOnToYK7Z0NBw+PDh2bNn9226fO7cub///e/Nzc2pqaljx45NSUnx/5bH49m0aZP/x+9///s8kHr33Xd/8YtffPnll4WFhWaz+Y47cB4ZDAq/87WVbhB+FyQiIpai4dmTPJPin1XJpB6cO5GI3CUH+ONWQZkUdWdP/kzK/xmZFEDYEbFU6GvkyJFJSUnnz58/duzY+PHj+WBbW1tjY2NMTMyoUaOCWKusrKysrIyI5E/CAEKTP5NylxwgQTdus5kaGsh/y5YkMpmQSYEgSROnJ9mn8zekhBdj3Tv4rteGz0xkHagN35IlS5qbm5ubm5966ilx0wQFIJAKaV988YXD4Xjvvfeam5u7urqGDh1qMBgWL148a9as27jaa6+99vbbb48ePTorK0s+/uabb/7qV7/yn4d65513PvXUU3x3DxFNmzbtL3/5i//LCQkJRLRnz55nnnnm/vvvt9ls9913323+9QB682dSilUMyKT8n1XJpPha1l1yQODSloiIrFbrqFGjLP6HrsikAMJZcJcKfcXGxubk5Lzzzjsvv/zyK6+8wp8/bdy48cqVKw888MDw4cODUoWbOnXqihUrMjIygnhNAHH8mZS4WzbxWzMyKVBKv2lU1+lGIc2I2PVjKSeRe6CDpZ5//nkieuONN/j+cQhfCKRC17Fjx374wx96vV7/yLlz5z7++OOPP/64vLx848aNsbGxN3mp8+fP//a3v3377bf7/lZtbe0vfvGLq1evzp49e9KkSZ988skf/vCHV1555Z577vnGN75BRHFxcQFvVLW3t7/wwgsPPvjgxo0beT4FECzD81cr2viDyJpnGJWisew46h+xVXqkM52OxeOVnAanWCZlNpuNRqPB0JO72Ww2t9vtCujsAwChLYhLhQEUFha+9957H3zwwaOPPjpp0qS6urrm5uaYmJjly5cP/uJyGRkZSKMgvOjStfbaVWJrIJMCtTVZF2pN+VpjvthYyk7klI1LA513jptFxEAgFaI6Ojr+4z/+w+v1JiUlffvb3/7qV7+q0+laWloqKyvdbvfBgwf/+7//+wc/+MENr1NVVVVcXPzZZ59dvHix3y/8+te/vnr16qJFi370ox/xkczMzE2bNv3617/mgVRfb7/99vnz58eOHVtZWekfHDJkiHzjQF9lZWXV1dXyke3bt99w/gAKME9JM45ONqyv8o84D52Q2jtcP5ik/GRMhTnJ6cPK1lUIfNxKRESMMY/HYzKZJEniI26322AwuFwuhjUuKG7NmjXNzc3+H5ubm+fMmaPifMJCsJYKcv1uwB81atQrr7zy3HPP/eMf/+C3/rS0tKeffnrSJBX+JQkQjfrNpDye6/8BgKDhx7wqcd65g8h6K2343JT95+xLly4ltCVcfvjypYcvCZkYCBYjf6oGoaO8vHz9+vU6ne43v/nNyJEj5b/1+9///r/+67/i4uL27dt3w+4277///ksvvcQ/NzU1Xbp06bXXXvNv2bt48WJubu7Fixd3797tr3LhwoVZs2ZduHBBPihns9n27NkTMHjPPfe8+eab15vGli1bPv/88wULFvhH8BQUbp6o94R7k9o7Ta/WSO2d/hGWonEtncRSlOgeoBZJkuSZFBExxpBJgfICnli88cYbd999Nw6GGFiwlgo379y5cy0tLampqcnJycG6pt+WLVsSEhJWrFgR9CsDRAJJom3bSHYEJDGGTAqU0XW6sa10g89dSkTxI/TCm2I7+7Th41jv887tPRv9Otd0XliDvXthCQdRh6jjx48T0b/+67/2jYS++c1vPvDAA5cuXfrHP/5xw+vMmDGjtNv06dMDfvfEiRMXL168++675VUSEhLGjh1L3Q10+rLZbNV9DJBGcRkZGVNlkEbBTfpkYXqTdWHX6UbRhfrGT30jqsjTN37qG1EBKGBqb7hH3IxgLRVu3tChQ8eNGycijQKIGNasIlfJ/uBflzEqKCCjsWeE990DEC8+VT9y+UbD5oOJE3P421KepdkCT301E7n6nCpF3eedW/rLqiBsIZAKUfy/Bnkw1Nf9999PRJ999tkgq7S3t1N3R2c5PsJ/F0BFXacb+Z2vybrwfF3Vjf/A4ERzJmXm7aWJqDuTcrvdqs0JAG6CMksFALh5PIqq3X1EVCblcPTKpJxOZFKgmPhUvd7++5HLNspjKZ+rVEgxRmQl8vQXSzmJTNd5hQrCEAKpEMUfDjc29v9WCH93KS0tbZBVrly5QkR9X+a/8847iairq2uQ1wcYpPhU/chlG4fnr+5qbTxVvEqBBnw8kzJP6fkfF8+k3PVnRJceWNGcrd4Wn6CLM8asVqtNthFAkiSLxWK32wVVBIDBU2apAAA3z1SYYyyc5m3xic2k5NvqnU7CzRoUpDXlj1y2ceSyjfEj9F2tjSdfWelZmi3qsTG7TiwldR8sBeEPgVSI+spXvkJEr7322rlz5wJ+69133/3ggw/uuOOO6z0UvXk8kLreeExMzCCvDzB48al6rTGfZ1I+V6kymZT1EYPtkZ4OdFJ7p2XHUXuFaic1lK2r8Lb4HE/urN19RFCJfjMpp9OJTAogZCmzVFBSdXX1pk2bNm3apPZEAG6fP5MS1ZyEscAWezYbMilQUnyqXmvKz7Tv4idJ8a0MJ4tXijphg3XHUuy6X4n7a1zC8wn+X3F/Reu2sBG7Zs0atecA/UhLS3vrrbdOnz791ltvJSUl3XnnnVeuXKmvr//tb3+7adOmK1euPP744yaT6ZauWVlZ2dDQ8Nhjj/kPm2htbX3zzTeHDh36zW9+U/7NP//5zw0NDbNmzRozZkxQ/jo1NTVxcXHZ2dlBuRpEm9ghw5ImTieiLw691VG3n4j4j+LoEuOMY5JjiNz119o+eDsuSWc6z3ZcMo5R4fCUtHGpmqEJx1z1J4+35nxXYFsro9EYExPj36zn9XrdbndMTIxRvkEAQLzq6urLly8/9NBDak8kpIlYKqiopqbm1KlTGRkZmZmZ48ePV3s6ALfPMFkvtlWuTkfz5lF5OfmbU7ndFBNDuFmDgvj6XGvMjx0yrKNu/wWp7svqiuRHhXUj0RGd7d2AT+aOz+6I+2uc/9eVe69cfviyqJlAUCE7DFHJycl2u33VqlWnT59+9tlnA353zJgx//7v/z74KvysqObm5qtXr8rfh+Lv+aempg6+BECw8IcwbaUb+EtSYrt7EBGRNc9ARLbKay9GSe2d/DMfV5IuXcuXtmIXuEREZLVaiUj+qhT/zMcBIHQos1RQ0tSpU9FlD+Cm8PekTCbyNyHhN27crEFZ8an64fmrtcZ8n1uJfQwQebBlL3RNmTKltLT0kUceSUpK8g+mpqb+8Ic/3LZtm0YThFb0I0eOTEpK6ujoOHbsmH+wra2tsbExJiZm1KhRgy8BEETD81ePXLaRiNpKN5wsXqlARWter717RGSr9Ki1d0+BNIqzWq0ul0s+YrPZLDg2FSD0KLBUAIAQxTMpOZwnBSrhsdT9u1rUngiEH7whFdLS09N/8YtfENHnn3/u8/l4fhTE68fGxubk5Lzzzjsvv/zyK6+8cscddxDRxo0br1y58sADDwwfPjyItQCCQmvKT5yY02Rd6HOXdtTtz7Tvik/VC61ozTOMStFYdhz1j9gqPdKZTsfiSN5RYjQaPR6PyWSSuh+9Op1Ot9vtcrmY/NwKAFCb6KUCAAxe0ZytltcX6dK1Qb4uY+TxkKH7yZkkkdNJM2di7x6ECM/SbK0pP2jbGmb2Pt3c3bOD79LDly49fMn/O9ivF0bwhlSI2rFjxy9/+cu//vWv/Me77777vvvuE7HELCwsvPPOOz/44INHH330P//zP+fPn19RURETE7N8+fKg1wIIivhUfaZ9F2/t0WRdKOoARRnzlDTP2l6nVjkPnTCsF9NPJGQwxgLiJ0mS5BEVAKhLsaUCAAyGq2Q/70wipFsu77vnJ0lksVD3WZAA6upqbWwr3RC0NnxGIqvsl7Hndy49fOnCmgv+X/JwCkIcAqkQ1dzcvHPnzoqKiiBek78AFWDUqFGvvPLKfffd9/nnn1dWVjY3N6elpb344ouTJgk8OBlgkJTPpFiKxrN2Okvp2f8itXca1ldJ7Z2iSw/AmlVUNGerkAUuESGTAghtIpYKABB0D86dyPvuicqkzOZ+MincqUFtXacbRy7b6F+uqz0dCFEIpEIUby308ccfd3YG7T93X3jhherq6qysrIDxr3/96zt27HjnnXe2b99eUVFRXl7+T//0T8Eq6lddXb1mzRp0dYRg4ZlU4sQcxW5yLEXjWjopIJMyvVqjViblbfHp0rUCF7hE1J1Jybvs8UzKjaevIMamTZvWrFlTVlam9kTCgIilAgAEnS5d++DciWxypthMStaNhCSp13nnAGqIT9VrTfmZ9l04XgoGEIuAIDSNHDnyk08+OXLkSEtLS3Z29p133im6YkJCwt13352YmCji4jU1NXFxcQsWLJg1a5ZWG+z98xCteLvZ2CHD0n/ya2Uq6hLj5j0w4qOWc9KZa//55+24VF7XOu+BEbpEpY/k0wxNGG8ac8xV723xHXPVjzeN0QxNEFFIp9MZjcbk5GR/COX1evft23f27FkjTqmAYIuJiRk/frzP50tKSuKBC1yP8ksFofhSITs7W07BDnsAACAASURBVO2JAASfZmiCYbL+5PHWk8dbRd2yjUaKienZrOf1Unk5zZtHOl2QCwHcCr5cF3Lpfb3OkMK5UWEKgVSIamhoGDZs2Keffvrhhx++8cYb9fX1dXV1x44d+0hm9OjR4bL6rKmpSU5OXrBgAdIoCC6BN7nr0CXGGUcnJyfGueu9fIRnUrrEuKyMoUrOhLozqc5zF6TDTcdc9WnjUoN/YCoREel0OsZYQCYlSRIyKQi6jIyMjIyMo0ePXr58GYHUwCJvqYBACiKYapnUSiW6EgPcKs/S7CvnfYNcxlefrm4wNIzIH3H54ctX7r0SrLmBkmK8Xq/ac4B+bNmyZcuWLQN/p7y8PC0tTZn5DNKWLVsSEhJWrFih9kQAgkNq79x26ISt0uMfYSka8+Q0a55hgD8liLfF9+HuOnfJAV26NmvuBFNhjrhadrvdJt8UQGSz2axWq7iKEJ02bdp04cKFp556Su2JhLTIWyrwv05GRsbevXvVng6AEP5de7p0rZC+e0Rkt/favsc78QGEmE8WphNR/Aj97bXhy83NbW5uJqKnnnoKq4WwpvQeE7hJo0ePnj179sDf0Wg0A38BIDq1lW4IWn/Z62ApGp49+TMpqb3TefgEESmfSfHDKYjIXXKgdvcRIhKXSfHsSZ5J8c/IpACUF3lLheXLl+PZFUQ2nkPxTMrx5M5Ve54Ifo2CAiLqyaQkiQwGZFIQagybD558ZWVH3f620g0+V+mtxlL8uQV/fCVsjqAEBFIh6vTp0zqdLicn5+GHH1Z7LgDhhD9v6TrdOHL5RtG1+mZS/LMqmRQPodwlB9wlB0hwJjVq1CiLxeIfsdlskiQ55C1+AEA8LBUAwpE8kyqaszX4mRRjVFBAbnfP3j3edw+3aQgl8al6vf33PldpW+mGrtZGHkvds7xI4bM4QHXoshei0MsZ4PYYNh+MH6H3uUs9S7O7TjeKLmfNMzgWj5eP2Co99gp1nkOaCnOMhdOIyF1ywFWyX1whs9ns8XgYY/4Rp9NpMKiwXREgmmGpABCm/Pv1eCYV/AKMkcNB8kMenU6SPUkCCBG8Dd/IZRvjR+h542zP0uzzdVVqzwuUg0AqRKGXM8DtiU/VZ9p38btafKpegYrmKWmuHzwoH7FVeiw7jipQui9TYY7l9UVE5C45ULZO4H+mMsZcLpc8k5IkyWAwSGgyDaAULBUAwpc8kxJyv+aZlOw2TU4n2e3BLwQwOPGpeh5L8S17PJY6WbxSgefKEAoQSIWoadOmzZgx48SJE+vXr//yyy/Vng5AOOGZ1P27WhSraByd7Fk7naX0nNXiPHTCsF6dxztscuaqPU/o0rW1u48UzdnqbfGJKtRfJmUymZBJASgDSwWAsObPpGp3HxGVSblcvTIpmw2ZFISm+FT98PzVhs0HeSzlc5c2WRe2lW5ALBXxcIZUiGpubp49e3ZDQ0NFRUVVVdWMGTNSU1O12l6dOBYsWHDXXXepNUOAUKbMu1FyLEXjWjrJ9GqN1H7tVQWpvdOwvsq1dJI8qFKG/HwKIR18uvFMymKxuLsPquCZlMPhMMp3CgCAAFgqAIQ7//16/jN5QgrwTMpkIv+zIn7YOVqRQEjisZTWmO9zl7aVbri9884hvCCQClF79+7193I+d+7cW2+91fc7s2fPxioTIHT0m0mZXq1RN5MSXYgx5nA4tm3b5m+9J0mSxWIxm81ovQcgFJYKABFAl64V0mvPj2dS8nMekUlBaPPHUm2lG3zuUqRRkQ2BVIiKvF7OAOryLM1W4AELz6QsO4646718hGdSjsXjjaOThZbuS/gatxtjrKCggIjkmZTT6SQiZFIA4mCpAAA3hTHyeHplUk4njRpFZrNqUwK4kfhU/cjlGxXomg3qQiAVonJzc3Nzc9WeBUCE8DeUJSIFMinH4gnbDp2wVV7rtSe1d1p2HDVPTrPmRWwfOsYYz57kmRT/jEwKQBAsFQDgZvn37nGSRHY7MUbYXw9h6HxdVdLE6WrPAoIjds2aNWrPASJfTU3NqVOnxo8ff+7cuYDjLQAUwG9aHXX7O+r2+38UR5cYx1ISkxPj/O9JeTsuSWc6z3ZcMo5R+j2pAK6S/YbJog7YMhqNMTEx/vOkiMjtdsfExOA8Kbh5zc3N586dO3r06OXLl3kXOYgSNTU1cXFx2dnZak8EQH1CbtaMEWNUXn7tR6+X9u2jrKxep54DhLxPFqb73KXn66riU/Ufek5gtRDu0GUvhPz4xz/+zne+09jYq5XAkSNHjhw5EvDN73//+4899tjp06cVnN1gVVdXL1myBAEoqGV4/uqRyzYSUVvphpPFK0WXYykaa57B9kjPK1FSe6et0mOv8IguPQBrVpG75ICrZL/AElarw+GQj9hsNovFIq4iRJg1a9YsWbKkuLhY7YmEqMheKhQXF48bNw6vfUGUE3izNpup+0VmIiJJIouF0BsXwgrf69BRt7/mp/lYLUQABFIhpKGh4dNPP71w4YJ/xOv1ms3mFStWBHzz9OnTp06dunz5srITHJT58+fv3bt3+/btak8EopfWlG/YfDB+hN7nLvUszVagj2xAJkVE6mZSxsJpRCQ6kzKbzR5Pr7+j0+k0GCJ2uyIE1/bt2/fu3bt8+XK1JxKiInupsHz58uPHj+/du1ftiQCoiXfcE3WztloDMyl5Dz6AkDc8f7Vh88Hh+atT77yC1UIEQCAFAFEkPlWfad8VP0Lf1drYZF2oTCblWDxePqJiJmUqzPEvc4UWYox5PB4m2wUgSZLBYJCw5AUAABhQ1twJ/GZtKswRUgCZFIQ53obv/l0tak8EggCBFABEF+UzKfOUNM/aXqdW2So9ps01ouv2K2vuhFV7nrDXrhJdiDHmcrkCMimTyYRMCgAAYGBZcyeIvVP3m0kBACgOgRQARB2eSSVOzOGZ1Pm6KtEVWYrGs3Y6S+npv+6u9xrWV0ntnaJL96VLV6ixAM+k5Cea80xKfuo5AAAAqKCgIDCTwuZ6AFAcAikAiEbxqfqRyzYOz1/d1dp4qnhVW+kG0RVZisa1dJI8k5LaO02v1qiSSSmGMeZwOGyyJa8kSRaLxW63qzcpAACAqMcYFRSQ2dwzws84BwBQEAIpAIhS8al6rTGfZ1I+V2k0Z1JFc7ZKh5sEXZwxVlBQEJBJOZ1Ofybldrvt3fDyFAAAQL+Cf6dmjKxWkr3ITE4nMikAUBICKQCIXvxMRJ5JtZVuUCyTMk9J84/wTMpdf0Z06etxlez3tvjK1lWIa73HGLNarQGZlM1m45nUvn37bN327dsnaA4AAADhy5pVVLauQkgm5XAEZlJ4ixkAlBKn9gQgUEdHxxdffME/8w9Xr171j3BXr15VYWYAEWp4/moiaivdwD+IxlI01kcMLFljq7zWa09q77TsOGqenGbNU+H4hgfnTiQid8mB2t1HSFxPHyKr1UpE8lhK/hkAbh6WCgDRxlg4zV1yoGxdxfxn8tjkzGBemmdS8kZ7/O5stQazCgBAfxBIhZwnnngiYOSLL77Izc1VZTIAUYK/J6VYOZaiKZiSRkTyTMp5+AQRKZ9J6dK1PIRylxxwlxwgwZnUqFGjLLLtAMikAG4DlgoA0cZ/pxaVSblcyKQAQHnYsgcAoAKWorHmGWyP9MRPUnunrdJjr/CoMh9TYY6xcBoRuUsOiNu7R0Rms9njUefvCAAAEL4enDvRWDiN77L3tviCfHWeSTHWM2KzYe8eAIiGN6RCyP/+7/+qPQUA6NF1ujE+VS+0BH8fyv+elP+zKnv3TIU5yenDytZVuEsOeFt885/JE1RIkiSz2ex0Ovv+VsCh5jNnzjTKD7YAiHpYKgBELV261r/L3vHkTsvri3Tp2mAW4JmUQbYC4XdqvCcFAMIgkAIA6McnC9PjR+gz7bsUyKRGpWgsO476R2yVHulMp2PxeKF1+5U1dwKbnFk0Z2vt7iPS4aZVewK3BQXFvn37+k2jiMjtdsszKZvNhkAKIHo0Nzc3NzcTUUZGhtpzAQhFPJOSDjdJh5tEZVIeT08mJUnkdNLMmYR7MYQYfrOACIAtewAAgbpONyZOzOlqbWyyLjxfVyW6nHlKmmftdPmI89AJw3rhdfulS9eu2vOELl3rbfEVzdka/E0BAADXUV1dvWTJkjVr1qg9EYDQpUvX8jOkvC0+x5M7hezdczh6fpQkslio9/vLAKpbs2bNkiVLiouL1Z4IDBYCKQCAQPGp+pHLNg7PX93V2niqeJUCFVmKxrN2OkvR+Eek9k7D+iqpvVOB6gF06Vr+0FXUYhcAoD/z58/fu3fv9u3b1Z4IQEgTnkmZzcikIMRt37597969y5cvV3siMFixeAwFCqipqXnzzTf/8pe/lJWVLViwQO3pANxY7JBh8SP0sUOGpf/k18pU1CXGzXtgRHldq7fjEh/xdlwqr2ud98AIXaLS26s1QxPGm8acPN568njrMVf9eNMYzdCEIF7fYDAYuxGR5G/r040xtnLlypkzZzL5AasQBdasWbNt27bq6uqxY8c+9NBDak8HlFNTUxMXF5edna32RADCgGZogmGyXtxtmrKyKCamJ4TyemnfPpo3j3S6YFYBGJzq6urLly9jtRDWEEiBEmpqapKTk81m84IFC7TaoO51BxAmdsiwpInTb/y94OGZ1Ect56Qz116MUjeTMkzWa4YmHHPVH3PVd567YJgcnOO0GGNGmYaGBnef565er9doNJrN5qBUhDCi1Wqzs7N9Pl9SUhKWmFEFgRTALeG36WOuem+L75irPue7k4JcwGgMzKTKy5FJQUhBIBUBsGUPFJKRkTF16lQcUwowMJaicSyeYHukp8eN1N5perXGXX9G+cnww1N5k2lTYY7C1W02mx0Np6PP1KlTcbMAALgZ8i32RXO2Br+A1Uo2W8+PkkQmE/V5qRkA4LYhkAIAuAUni1eKLsFSNAVT0gIyKcuOo/YKj+jSfenStabCHHutEgdpEVHABj2bzWaxWJQpDQAAEHb8mZSgxrj9Z1IAAEGCQAoA4GZ5lmb73KWepdldpxuFFmIpGmueISCTch4+oUompSSz2ezx9Po7Op1OE9a+AAAA1yEwjeIKCgIzKYPhul8GALgVCKQAAG5Wpn1X/Ah9V2tjk3Wh6EyKiPpmUrZKT+RlUjNnzrR146eYezwe+atSbrfbYDD0PfgcAAAAhGOMCgrIaOwZ4X33AAAGTelTcgEAwld8qj7TvqvJupBnUpn2XfGpwTnn+3qseQYislX2hFD8Mx9XizWrKIjPY/299vwYYy6Xy2Qy+UMoSZJMJpPL5ULTPQAAAKUxRg4HWSw9Z5w7nUREDodqUwKAiIA3pAAAbgHPpBIn5vBM6nxdleiK1jyD6wcPykdslR7LjqOi616Pt8XnPz/V2+ITVIVnUvL4iWdSeE8KAADghsrWVQT5ijyTkj8WcjoJvUcAYHAQSAEA3Jr4VP3IZRuH56/uam08VbyqrXSD6IrG0cmetdNZisY/4jx0wrBeeBbWL3lPH8eTO8UV4pmU2Wz2j/BMyu1/PAsAAAB9WLOKancfcZXsD/J1GSOXq1cmZbMhkwKAwUAgBQBwy+JT9VpjPs+kfK5SBTIplqJxLZ0kz6Sk9k7D+iqpvVN06b6E9/TpxhizWq022VmqkiRZLBY7lr8AAADXwe/O7pIDyKQAIMQhkAIAuB3xqfrh+at5JtVWukGtTMr0ao1amZToNIrrN5NyOp3IpAAAAPrlv0ebCnOCf3VkUgAQPAikAABuH8+kiEjJTMo4WucfUTGTUlLfTMpmsyGTAgAA6JcuXWuvXSXq6jyTksN5UgBwWxBIAQAMyvD81SOXbSSittINJ4tXii7HUjSOxRNsj/R02eOZlL3CM8CfUkbwtwbIWK1WR+9uPsikAAAA1MEYeWQLD0kip5NwyCMA3CIEUgAAg6U15Rs2H4wfofe5Sz1Ls7tONwotx1I0BVPSAjIp5+ET6mZS1qwiIcdVyJjNZlfvR7I2m81isYirCABKam5urq6urq6uVnsiAHATeN89P0kiiwWZFCiD3yyam5vVnggMFgIpAIAgiE/VZ9p3xY/Qd7U2xqfqRZdjKRprniEgk7JVelTMpOY/k0eCjlCVMRqNHo+HyY6ucDqdBoNBkiRxRQFAGdXV1Zs2bXrjjTfUnghAZAr+Ddps7ieTwh0ZxHvjjTc2bdqEBxgRAIEUAEBw8Ezq/l0tilUMyKSISMVMKmvuBMvri4jIXXLA8eROcYUYYy6XS55JSZJkMpmQSQGEu/nz52/fvv35559XeyIAEciaVVS7+4iQTEp2yCNJEplMyKRAtOeff3779u3z589XeyIwWAikAACCRoF3owJY8wyOxePlIypmUmxy5qo9T+jStdLhpqI5W70tPlGFkEkBAADcCmPhNG+LT0gmZbUikwKA24NACgAgvJmnpHnWTpeP2Co9ps01qkxGl661vL5Il671tvgcT+4UnUkZjUb/CM+k3Di9AgAAoA9TYY7SmRQAwI0gkAKFFBcXjxs3Ljc3V+2JACjKszS7rXSD6CosReNZO52laPwj7nqvYX2V1N4punRfSmZSDofDJlsBS5JksVjQei+s5ebmjhs3rri4WO2JAABEGnkmJR1uCvLV+2ZSBsN1vwwAQEREsWvWrFF7DhD5ampqpk+fvn379oKCArXnAqCoVqe1o24/ESVNnH7DLw+GLjFu3gMjyutavR2X+Ii341J5Xeu8B0boEuOElu5LMzRhvGlM57kL0uGmY676tHGpunStiEI6nY4xlpyc7H8xyuv1SpJ09uxZ+ctTEEYKCgpWrFhBRJcvX37ooYfUng4op6amJi4uLjs7W+2JAEQyw2Q9ER1z1UuHm4J/d2aMkpN7Gu15vbRtG61cGcwSADLV1dVYLYQ7BFKgBKwyIZp11O2PzkwqbVyqZmgCX/V2nrvAF8FBp9PpjEZjTEyMPJNyu90xMTHIpMIXlphRCEsFAGUIzKR0OmKMPvqo5wApr5caGmjevKCVAJDBaiECIJACJWCVCVEraeL0+BH6Lw69pbf/XoFyPJP6qOWcdObaZj2eSWVl3MVSEhWYgJxmaEJy+jCeSXlbfOIyKSIKyKSICJlUWMMSMwphqQCgGP/dWTrcNN40RjM0IWiX1unIaOyVSdXWIpMCQbBaiAAIpEAJWGVCNEswTByev1qxcrrEOOPo5OTEOHe9l494Oy7tq/ee7bhkHJOs2DQ4zdAE+ZNY6n4wK4LRaGSMlZeX+0fcbndDQ8M8LILDEJaYUQhLBQDFyJ8YHXPVC8mkysvJe20dQrW1FBNDeEQEwYbVQgTAoeYAAJGGpWgKpqTZHuk5TFRq73QePmGv8KgyH36KKhG5Sw4ILWQ2mz0eD2PMP+J0Og04VBUAAKA3Xbr2wbkT+Rnnwe9Awhi5XCS7HZPNRmg5AgB9IJACAFBB1+lGoddnKRprniEgk7JVelTMpCyvL7LXrhJdiDHmcrnkmZQkSQaDQfLvHQAAAIDuTIpNzkQmBQBqQSAFAKCCJuvC83VVoqsEZFJEpGImxSZnKlSov0zKZDIhkwIAAJDTpWvnP5MnNpOSQyYFAL0p3XcJAADaSjd0tTaeKl6lNeWLPl7KmmcYlaKx7DjqH7FVeqQznY7F44XWVRfPpCwWi/+Yc55JORwOHHMOAH6bNm1SewoQllasWKH2FIKGZ1Jl6yqkw03B7LjHMUYeD8n3zjudRERWa5ALAUB4whtSAABK0xrzh+ev7mpt9LlK20o3iC5nnpLmWTtdPuI8dMKwXvj7WTdUNGdrkB/GyjDGHA6HzWbzj0iSZLFY7Hg2CwBERLRp06bq6mq1ZwHhp7q6OsKiTJ5JidpWH/CelCSR00myrrgAEM3whhQAgNLiU/X8xai20g08kBL9nhRL0XjWTje9WiO1d/IRqb3TsL7KtXQSS9EILX09fGuA48mdfLOAiBKMsYKCAiLyx1KSJDmdTiKy4tksABBNnTo1kl51AWVEWBrFBf/dKDmjkRwOsliu/ShJZLGQw4G+ewCAN6QAANQxPH91QCwlFEvRBMRPUnunPKJS2Pxn8nhzn7J1Fa6S/YKqMMasVmvAe1I2mw3vSQEAACjHbCaHo+dHnknhbEeAqIdACgBANcPzV49ctpGI2ko3nCxeKbpcSGVS8obTpsIcobUCMikiQiYFAAAwgKI5W4N8RbOZ5PdiSSKTCZkUQJRDIAUAoCatKd+w+WD8CL3PXepZmt11ulFoOZ5JyVvv8UzKXX9GaN1+6dK1psIcUYdW9Ga1Wh3yZ7NENpvN4t8+AAAAAN34IY+OJ3cG+bpWKzIpAJBDIAUAoLL4VH2mfVf8CH1Xa2OTdaECmVTBlLSATMqy46i9wiO0rurMZrPH0+vv6HQ6DfLWPwAAAEBkeX2RLl0rHW4qW1cR5Ev3m0kBQLRCIAUAoD7lMylrniEgk3IePhHxmRRjzOPxMMb8I5IkGQwGCY9nAQAAuunStTyTqt19JPhXLygIzKTwcAggWiGQAgAICTyTSpyYwzOp83VVoiv2zaRslZ5QyKSCf26FDGPM5XIFZFImkwmZFIDqysrKcnNzc3Nz1Z5I5Dh//vynn356+vTpfn8Ewj+i6+OZlJBt9YxRQQGZzT0jeE8KbtGSJUtyc3OLi4vVnggMFgIpAIBQEZ+qH7ls4/D81V2tjaeKFTlZqXcmRUSqZ1L83Ar+fwWV4JmUUdZtGpkUQCiYOnXq9u3b9+7dq/ZEIofb7R47duyaNWv6/REI/4gGpEvXiro0Y2S1kuxGTG434WBHuGnPP//89u3bly9frvZEYLDi1J4AAAD0iE/Va435RDQ8f7UyFa15hpljdKbNH/pHbJUe6UynY/F4ZSYQwPL6IseTO/lZqny/gIgqjDGHw7Ft2zZ/9z2eSZnNZqvVKqIiANxQRkZGRkaG2rOILqdOnfr9738vH4mJiUlNTR07duzo0aOHDBkSJXMAFTBGDgdZLOR2XxtxOq8FVQA3gptFxEAgBQAQWuJT9YqlUZxxdLJn7XTTqzVSeycfcR464a4/41k7XclpcHyPQNm6Culwk+PJnfOfyWOTM0UUYowVFBQQkTyTcjqdRIRMCgCixN/+9rdly5Zd73e//vWvv/jii7NmzYr4OcBNcpXsNxXmBO1yPJOSN9rjd2TchQGiBrbsgUKau6k9EQDoB0vRuJZOYika/4jU3mlYX+WPqJSkS9fOfybPWDjN2+IrW1fhKtkvqBBjzGq12mRHq0qSZLPZ7Ha7oIpwQ7hTAKhi3Lhx2dnZ2dnZU6dO9b968NFHH82ePXvBggVffvlllMwBBmDNKnKXHAjyTZkxcrlIdrAj2WyEuzBA1EAgBQqprq5esmQJ9uQDhKx+Myn5a1NK0qVrH5w7kWdStbuPiMukiCggkyIiZFIqWrNmzZIlS3BMKYDCfvWrXx04cODAgQMHDx5samryer1/+tOf7r33XiIqKytbt25dlMwBBjD/mTwiQiYFAEGEQAoUMn/+/L17927fvl3tiQCEpU8WpnuWZnedbhRahWdSxtE6/4i6mZSpMIdnUsFf/vZmtVodDod8xGazWXC6qhr4mdY4phRAXcOGDZszZ05tbW12djYRvfTSSzU1NVE4B5DLmjtBbCYl53QikwKIBgikAABCXdfpxvgR+q7WxibrQgUyKcfiCfLWezyTch46IbTu9fBMikQsf3szm80eT6/2gk6n02AwXO/7AAARLzk5+bnnniOiy5cvFxUV8cHNmzfPnz//5z//ecCXDx48OH/+/O985zuRNwfwy5o7QdRNmTGS34UliZzOnvPOASBCIZACAAh18an6TPsunknFp+pFl2MpmoIpaQGZlL3SY6/wDPCnxDEV5vgfyZatqxBXiDHm8XiYbNeAJEkGg0HyH7YKABBlTCbTgw8+SETHjx/nI7W1tX/4wx+qqqoCvnns2LE//OEPf/zjHyNyDuDnf1AU/A31/IxzP0nq1YMPACIRAikAgDDAM6n7d7UoU46laKx5hoBMyqZeJpU1d8KqPU8QUe3uI0VztoorxBhzuVwBmZTJZEImBQBR64EHHiCiTz75JMrnAH7+DfXBz6TM5utmUm432e3XfiGlAogUCKQAAMKDAu9GBQjIpIhIxUxKl65dtecJXbrW2+JDJgUA4cdNZO/+5VZ7MrciMzOTiM6ePdva2hrNcwA5eSZVu/tIMC9tNpO80wjPpCSJ9u0jm+3ar337ru3pA4Awh0AKAACuy5pncCweLx9RN5OyvL6IJ1NCC/FMSt56j2dSTqx9AeC27SOydf/ap/JcbolGc637anx8fDTPAQL4MylXyX7pcFMwL221BmZSJhPJHwvxlMpiwcHnAOEOgRQAQBhrK90guoR5Sppn7XT5iK3SY9lxVHTdfimQRnGMsYKCgoBMym6327H2BYAo09jYSETDhg3T6XQ3/PL13H///ff08f777ys5Bwg6fyZVtq5CeCYlfybkP+/cZsN7UgBhLU7tCQAAwG36ZGE6/zA8f7XQQixF41k73fRqjdTeyUech064688EBFURhjFmtVqJyB9LSZLEP/NxAIBowDuQyjcy34bTp0+fPXs2YPDLL79Ucg4ggqkwh7q7jsx/Jo9NzgzapfmtVh5L9cUYmc1BqwgAikMgBQAQrkYu23jylZVtpRu6TjeOXL5RaC2WonEtnSTPpKT2TsP6KtfSSSxFI7S0ugIyKf9nZFIAEA2ampreffddIrrvvvsG/mZnZ+cAv/unP/3J5/MFDE6aNEnJOYAgD86dSN2ZFN9ZH5zrut0kScQYDXCGo9lMdjvNnElGY3CKAoCyEEgBAIQrrSk/cWJOk3Whz13aUbff8OpBoeX6zaRMr9aonklZs4qMhdP4Q1oh17daR40aZbFY/CPIpAAinFvAMU/u63wOlplExuBf9YUXXujq6iKi73//MZ0qaQAAIABJREFU+3wkJiaGiC5fvhzwzb///e8DXGfGjBmqzwEE0aVr/ZlU0NIoItq378bb8fjjIpsNgRRAmEIgBQAQxuJT9Zn2XU3WhV2tjZ6l2Zn2XUKb8fFMyrLjiLvey0d4JuVYPN44Ollc3QHwhtPukgPUvXFABLPZbDQaDYaenoM2m83tdrtcLkEVAUBN/ABycdwCMilbkAOpq1evvvjii5s2bSKiGTNmPProo3z87rvvJqKqqqovvvjirrvu4oNffvnl//zP/wSzfMjMAW4Gz6TE3YUBIFLhUHMAgPDGM6n4Efqu1sYm68Ku041Cy7EUjWPxBNsjPdGM1N5p2XFUrdZ7psKc+c/kUXcmJQ5jzOPxyE8wcbvdBoNBGmArAQBAmDh69GhNTU1NTc0HH3zw7rvvvvzyyw899NCPf/xjIkpKSvrlL3/p/+bYsWOJ6Msvv7TZbJ9//jkRNTY2Pv744ydPnoyAOcBtC+a7UQAQNRBIAQCEPZ5JJU7M4ZnU+boqoeVYiqZgSlpAJuU8fEKtTCpr7oRVe56w164SXYgx5nK55JmUJEkmkwmZFACEu6effvqhhx566KGHJk+ePHPmzH/7t3/78MMPiWj69Om1tbU5OT1vvnzrW9+65557iGjDhg3p6ekZGRn33nvvO++88/DDD8svaLPZUlJSXnjhBRXnQERf+9rXMjODd8w2KGnmTLLZbnBmudlMNhvNnKnQlAAg2LBlDwAgEsSn6kcu2+hzl7aVbjhVvEpryhfaeo+laKx5BiKyVV4LoaT2Tv6ZjytMsQezPJOSh1A8kwoIqgAgvM0UsGXPLdumZxRw3lPw/pM8LS1t/PjxEyZMmDJlyve+97077uj1ADsxMfHtt99esmTJRx991NXV1dLScs899xQWFhqNRpPJ5P9aR0fHmTNnvvjiCxXnQERnz57lr1CB8ormbB3UGedGIzFGsgMc++F2k8tFuP8ChC0EUgAAESI+Va815hNRW+kGn6uUiIRmUtSdPfkzKf9nVTIpxfBMym63O7sPW+WZlMPhMOJQVYDIYBRyQHivQCo0miLMmjXr6tWrt/qnvvrVr9bW1jY2Nn766af33nvv6NGj+fhtXCpE5gBBVzRnq7fF53hy56o9T9z+VdxucrsH+oIkkd1ODsftlwAAVWHLHgBA5IhP1Q/PXz08f3VXa2Nb6Ya20g2iK1rzDI7F4+UjtkqPZcdR0XVvhrclsMV4sDDGrFYr77XHSZJksVjsdrugigAAoUav15tMJn8SFOJz+Oyzz3bu3Lljx47jx48rMDHg70Z5W3xFc7be/lX4jjwiYoxk99xebhhaAUAIQyAFABBpeCZFRMpkUuYpaZ610+UjzkMnTJtrRNcdmDWryPHkztrdRwRdv99Myul0IpMCAAg1P/rRjxhj+fn53/72t7/yla+sWLFC7RlFPl261p9JDepCVivZbOTpfUilfI+eJJHFQjjMESA8IZACAIhAw/NXj1y2kcTv2uNYisazdjpL0fhH3PVew/oqqb1Tgep9eVt8xsJp3hafq2S/q2S/uEJ9MymbzYZMCgAgdFy4cOHFF1/83ve+53Q6ly1blpSUVFxcvG/fPrXnFfl4JhWEliNWK1H3Gef8l8PR64UpSSKTCZkUQDjCGVIAAJFJa8rXmvIVK8dSNK6lk0yv1vhDKKm90/RqjWvpJHlQpQxdutZUmENE7pID7pIDRMR/FMFqtRKRPJbin/k4AMA18oPSle0JFhcXN8CP0WDNmjXPPfccERUUFFy9enXz5s1VVVUzZa3Z8I9IkGC2HDEaSX5QI//sv/nyTAoHnAOEG/zbFgAAgiOkMinqDqGUyaRmzpwpb+1ks9kkSXLgmFUA8DOKOSh9QLm5uY2NjcnJyf3+GD2WL1/u//zII49s3rzZ33oP/4jCGH/wE5BJBWzuA4DQhi17AAAQNDyTMk9J84/wTMpdf0aV+ZgKc+Y/k0dE7pIDQvfuGY1Gj8fDZA9mnU6nwRDJ3QYBIPRpNJrMzMwhQ4b0+2OUiIuLy8jIkP9IsmZ8+EeksLJ1FcG8XEFBP3v3ACB8IJACAIginqXZ5+uqhJZgKRrrIwbbIz1ZjNTeadlx1F6hzkPLrLkTLK8vIiJ3yQHHkzvFFWKMuVwueSYlSZLBYJBwqgUAgHpiY2PlP/qjKFCeNauodveRYGZSjFFBQa+tfG43WSxBuz4ACIZACgAgWrSVbuhqbTxVvEp06z2WorHmBWZSzsMn1Mqk2OTMVXue0KVrpcNNRXO2DrbjzwCF+sukTCYTMikAAIBVe54gotrdR4L5zjJj5HD0yqScTkJ3EYAwgUAKACBaaI35w/NXd7U2+lylCpTrm0nZKj1qZVLy/tOOJ3eKzqSMspUxz6TcbregigARo7i4eNy4cbm5uWpPBACE0KVreSYV5H30PJOSH2dusyGTimy5ubnjxo0rLi5WeyIwWAikQCHNzc1lZWVlZWVqTwQgesWn6ofnr+aZlDIVAzIpIoqSTMrhcMj77kmSZLFY7Fgc3wR+p6iurlZ7IqCC5cuXHz9+fO/evWpPBABE0aVrhZztyFhgiz1kUhFt7969x48fl/crgDCFQAoUUl1dffDgwaamJrUnAhDthuevvn9Xi2LlrHkGx+Lx8hFbpcey46hiE5DjmVTW3Ak8k5IOi/o3EmOsoKAgIJNyOp3IpG6oqanp4MGDas8CAAYr4OQmtVxvGiEyveiUNXeCwExKDnv3AEJenNoTgGgxf/78FStWqD0LAFCBeUqacXSyYX3PYerOQyfc9Wc8a6cTkbv+zL5PvXx85hidcbTYZtu6dK2pMEeXrnWXHGCTM8UVYoxZrVYi8sdSkiTxz3wc+sXvFJs2bbpw4YLacwGA2/fss88+++yzas+C/vGPfwSMPProozjXXHVZcycQUdm6CnfJASIyFeYE57qMkcdD/ha3kkROJ82c2euEKQAIJXhDCgAAhGMpGs/a6SxF4x+R2jsN66uk9s59n3ptlR7+a9+nXqm903nohNDJ6NK1D86daK9dJbQKZ7Va5e9JEZHNZsN7UgAAEOUEviflcPT8KElksRCOcQQIVQikAACi3ScL0z1Ls7tOiz1YiqVoXEsnBWRSpldrpDOdPSNnOi07jlh2HBV9zpQuXSv0+nJWq9UhXxwT2Ww2C5pSAwBAdMuaO8FYOI2C3nfPbO4nk0K7W4CQhEAKACCqdZ1ujB+h72ptbLIuVCaTMo7W+UcC3odyHjrhrvcSka3SI/o9KSWZzWaPp1fE5nQ6DQbD9b4PAAAQDUyFOcbCad4WX/AzKfnryZJEJhMyKYAQhEAKACCqxafqM+27Eifm8EzqfF3Vjf/MILAUjWPxhIDWe/1+zTwlTehM+ipbVyHu4owxj8fDZA2AJEkyGAwS1scAABDFRGVSVms/mRQAhBgEUgAA0S4+VT9y2cbh+au7WhtPFa9qK90gtJx0pkM60ynfu9eXeXKavcLjrj8jdCZyRXO21u4+UjRnq7gSjDGXyxWQSZlMJmRSAAAQzeSZVDAb4PbNpPBuMkCIQSAFAAAUn6rXGvN5JuVzlQrNpPZ96nUeOiG1dw7wHf8Z5+KmEcDy+iJdutbb4lMgkzLK2v3wTMqN81YBACCK+TOpIDfALSggs7nnR36eFACEDARSAABARBSfqh+ev5pnUm2lG0S/JxVqdOlankn9/+zdfXhT9f0//lctgYCahVRKb8eJBcHioDJoKbCR6KTKsLN8oYB3SQZ6tQJOVt0Hhz9O6ixjKJRr5aZDMXEwrQUtgmOj3iR4U2hhlem4FcgpveOupRQohRb6++MN6SG9AZpzctrm+bi4vJJ3Tt6vVy+Vkz5zzvs9b+tMWQtxHGez2cRb7wmCYLFYsPUeAAD4M2NKvPQb4HIc8TyJvgciux2ZFEDngUAKAACasUyKiPw2k/JBIY7jTCaTRyZlt9uRSQEAAEiM48hmI9H98mS3E064AJ0DAikAALhBUHJayOzlRFSVu/T4ipckn3/8QK11gr79Ncs5ndo6QT9+oLadY+SgDdP4phDHcTzPe2RSVqsVmRQAAIDEOI4cjhsyKasVmRRAZ4BACgAAPGmMyfpVhap+kbXOXFdqnLSTG6L6mkaFCtUX2zlGqK637640RPWVtnRn45FJEREyKQAAALeailppJkImBdApIZACAIBWqIIjI9I3qvpFNpwqdaXGNZwslXBy55EzziM3WbBcqK7XZxS0v/a5D/AxmVLuQt1yfp632WziEavVasHyFgDgH+bOnRsbG3vTw8rLy9PS0h566KG4uDiz2fztt9/6oDdQHB+TaZu1QeJMSsxuJ2wqAqAoBFIAANA6cSZVxk+RcGbzqFDrBD1dvzVPPM7p1O6nQnW9cXWxgpkUi6Kc2TtlzaTMZrPL5RKP2O12PbamBoDurri4eM2aNQcOHGj/MIfDER0dvWzZsqKiooMHD7733nu//OUvs7KyfNMkKIXtuFdTUStxJiU+4bJN95BJASgHgRQAALSJZVK9h8brVxdKOzOfoLdO0LsWjBEPcn3VjtQRLTMp55Ez0la/RcaU+KTXE4jImb0zb+E2+QpxHOdyuTjRrQSCIOj1ekEQ5CsKAKAIl8v1j3/844UXXvjlL395+fLl9g++cOGC2Wyura1dtGjR2bNnz5w5s379+sDAwD/+8Y+nT5/2TcOgCG2YJun1BJZJSbnCI1vj3I1lUjjbAigEgRQAALRHFRwZmf6RHDPzCXq6vsY5+zN+oJbTqR2pI8SXTQnV9Zac/enbXG3PJKOYxOh5W2cS0Z7N+zInrpWvEMdxDofDI5MyGo3IpACgm/nkk0+efvrp1atXX7hw4aYHFxYWHjt2bOTIka+++mpgYGBAQMBTTz01a9as8+fPZ2dn+6BbUBDLpNL3zJN4XrOZxAs4CgIZjcikABSBQAoAAJRkiOrLJ+jZH7aKOadTm67f08ewNc6VyqS0YZp5W2dqwzQ1FbWZE9dKduNACyyTMhgM7hFkUgDQ/UydOtV53Z133tn+wfv27SOicePGiQd/+ctful+C7k2u3W95HpkUQGeAQAoAAG5bVe5SWefndGp2T597RKiut+a7FMykLO9MZZmUlItZtMBxnM1mE2+9xzIpu90uU0UAAB8LDw8ff91dd93V/sF9+/YlorNnz4oHz507R0THjh2Tr0no/lrNpADAtxBIAQDA7Tk0Jawqd6ncmRRdX2dKPKJ4JuVeYFXYXSZTIY7jTCaTRyaVnp6ejt2pAcD//OxnPyOijRs3lpZe2+z18uXLq1atIqKyMrn+HgZ/YTJ5ZlLY5RbAtxBIAQDA7QmZvZyIqnKXHl/xkty1+AS9bfr94hFlM6mk1xMMKaNrKmrzFm6Tb+s9juN4nvfIpKxWKzIpAPA3w4YNmzRp0rlz50aPHp2ZmZmdnT1mzJj9+/cTUa9evZTuDhTAx2RKtqQjx5HJRKI75cluRyYF4EsIpAAA4PZojMn6VYWqfpG1zlwflDOPCvXYjM+a7zKuKvZB6Za0YZoHE4eyTGrP5n3yZVJE5JFJEREyKQDosJMnT27atOm111579NFH4+LinnzySZ7nDx8+LNX8Tqdz1apV+fn5Uk3o9u677yYmJlZUVPz+979PTU09ePAgW868f//+kteCTo7tuMe+FpJmRrbpnkcmhVMtgK8gkAIAgNumCo6MSN9438YK35TjdGrXgjGcTu0ecR6p0WcUCNX1vmlATBumMabEs0zKmb1T7kzKJt6dGpkUAHRITk5OVFRUUlJSRkbGtm3bioqKPvjgg9dff33IkCHPPvusxwpNHfP+++/Pnj07MzPT+6k89OvX75NPPnG5XJ988onD4aiqqrr//vsJgZRfci/puGfzPokzKdEut2S1IpMC8A0EUgAA0BGq4EhfluN0akfqCHEmJVTXG1cXK5JJERHLpIjImb1T1kJms9nluuEWRavVasTCqwBwa65cufLCCy/MmDHj/PnzarV63LhxL7/88ptvvvncc89pNJorV66sW7fuiSeeuHTpktKdtu7cuXM8z69evZrjuMTERIPB0LNnz82bNxNRfHy80t2BAlgmRUQSZ1IOBzIpAN9DIAUAAF1DJ8ykkl5P8EEhjuNcLhcn+qDsdDr1er2ADaoB4GbWrl27evVqIho0aNAPP/zw9ddfv/nmmy+//PKaNWtKSkoef/xxInI6nQsWLFC602Z79+59//33//3vfxNR7969ly1b9sILLxQVFbFXXS7X2rVrAwMDn3zySUXbBMVowzTzts4kIinvnWeZlBju3QOQHwIpAACQhis1Tu6t91gmZR4V6h5hmZTzyBlZ67YlJjE6fc88HxTiOM7hcIgzKUEQjEYjMikAaEddXR1bim7w4ME7d+4cOHCg+FWtVrthw4YHHniAiNavX3/16lVFmmzpgw8+eOqpp37/+98TUY8ePZ577jkieuSRR5588skXX3xx3LhxJ06cmDt3bkhIiNKdgmLcmZSU985zHIkvSRYEstvJ6ZRmcgBoDQIpAACQQFXu0oZTpbWOXB9kUvwEvXWC3j0iVNdbcvYrtfWezyCTAoDbtXLlysrKSiJ67bXXdDpdywN69eo1e/ZsIjpx4sQ333wjSdFjx449//zzer2+d+/eAwYMmDZt2tGjR9s6ODAwMDAwsP0JlyxZ8oc//KGxsfGDDz7IyspqaGh49dVX5VisCroWuTIp8dKNgkAWCzIpAPkgkAIAAAkEJacFJac1nCqtyl3qg0zKNCrUI5Oy767sJJlUTUWtTDOzTMpsNrtHWCblxGdlAGjNV199RUQRERHTp09v65iUlJTLly9funRp3Lhx3lcUBGH48OFvv/22IAj19fXHjh3Lzc2NiYn58ccfWz2+vLz8zBnPS1zfeOONpqamffv2sac9evT4y1/+UlNTc+jQocOHD588eXLRokXetwrdgDZMw+6dlzKTMptbyaTw3Q+APBBIAQCANFgmRUS+yaT4BM/rpKz5LsUzKT4m0zZrg6yZFM/z7B4cRhAEi8WCrfcAoKWDBw8S0ciRI3v06NHOYSqVqmfPnnfcIcHvBQcOHKipqXn++ec///zzzz//fObMmUR07ty5xYsXezmzSqUaNGhQVFSU901CdxKTGC1LJiU6z5IgkNGITApADgikAABAMkHJaSGzlxNRVe7S4ytekrucRyZFRMpmUjUVtYaU0TUVtbZZG/Zs3idTlVYzKbvdjkwKAMQaGhrYHp16vf6mB0vojTfe+Nvf/vbwww8//PDD77zzDtsLr7Cw0Jc9gF+RJZPi+VYyKQCQGgIpAACQksaYrF9VqOoXWevMdaXGyV2OT9Dbpt8vHrHmuyw5++Wu2yptmObBxKEsk5LsM3EbWmZSVqsVmRQAuNXU1DQ2NhLRnXfe6bOiGo0mLS1NPDJt2jQiqqio8FkP4IdiEqMNKaNJ7kzKt9kugD9o7/JdAACADlAFR0akbyzjpzScKnWlxkWkb1QFR8pXzjwq1BDVV59R4B6x76p0HjnjWjBGvqJt0YZpjCnxRMT+KSue54lIHEuxx2wcADqsbm/Bxb238Tstu1tZTHzbcvuvyjE/c8899/Tp06euru7YsWO3Vc4bQ4YMUavV4pG+ffsSEYvGAOTDTrvO7J1Snn9Npmt77TFsPSnxClMA4B0EUgAAID1xJlXGT5E7k+J0ateCMcbVxUJ1PRsRquv1GQWO1BGcTt3+e+XggzSK4Xl+/PjxRtF9BFarVRAEGz4uA3jh4t4dt5UZdc5AKiAgICoq6ocffmh/L87jx48//fTTRDRr1qx21j6/RS338mtqavJyToBbZEyJl/j8y3HE8yQIzRvt2e3XBgFACgikwEfKy8uLioqIKDY2VuleAMAXWCZ1fOVLF/fuKOOn9J+T2WeojJcscTq1I3WERyZlXF2sVCblMwaDweVyGY1G9++cdrvd6XSytWO6HHamKC8vv+eee5TuBfxX76HxbaU8t6j9t3s5+a3PMHDgwB9++KGgoKCkpGTAgAGtHlNQUPDFF18Q0fz5873sCqAb4jiy2W5Y1JxdmIxMCkAKCKTAR4qKisrLy8PDwxFIAfgPVXBkyOzltc7cqtylJ1bM0xiTvf81rB0sk7Lk7HMeqWEjnSeTypy4dt7WmTJNznGcw+EQZ1KCIOj1eofDwXGcTEVl8vHHH5eXl5eXl0+cOFHpXsB/9Rk6xssAvZMEUsnJyXl5eY2NjZmZmcuXL2/1mA8//JCIevbsOXbsWC+7AuieOI4cDmRSAHLAoubgI0lJSevWrfN+018A6FpUwZEaQ3JQclrDqdJaR+7t3qhyuzid2jY9Wrz1HsuknEfOyFq3fZkT19ZU1LJ/ylSCZVLi+EkQBHFE1VUsXrx43bp1SUlJSjcC0B1MmzZt2LBhRJSdnZ2Tk9PygC1btuTm5hLRY4891rt3b1/3ByA/YXeZBLOwTEr8HY/dTthIBMBrCKQAAEBequDIoOQ0lknJeoUUw+nUplGhHpmUJWd/+jbFbmGzvDNVG6apqai1zdogdyZlMBjcIyyTcrpXvgAAPxMQELBo0aKAgIBLly7NmDHj1Vdf/f77769cuUJEZ86cSU9Pnzx5MhHpdLpVq1Yp3SyA9PiYzLyF26TMpNzYYuc4wwJ4B4EUAAD4QlBy2n0bfbTtN6dT8wl6j0zKvrtSqUxKG6bxWSZls9nE++4JgmCxWNLxLS6Av/r1r3+9adMmrVZLRIsXLx4+fLhWq42IiNDpdFartbGx8e6777bb7WFhYa2+fe7cuVhsAbqomopaQ8romoravIXbpDnztsykLBZkUgDeQCAFAADdU8tMyprvUjaTikmMZpnUns37ZCrEcZzJZPLIpOx2OzIpUEpTU9Pvfve7OXPmKN2I/0pMTCwuLp40aRLbAu/8+fPl5eVEFBgYOGPGjAMHDjz++OOtvrG4uHjNmjUHDhy4lSoqlUrCngG8pw3TPJg4lGVS2jCNNJMaDCTex5ZlUl3t7niAzgOLmgMAQLfFJ+iJyJrfHEKxx2zcx7RhGmNKvDZM48ze6cjecabirMS7U1/HcRzP80TkjqUEQWCPeazACj734Ycf7tixY8iQIUo34tf0ev2WLVuISBCE7777rqmpafDgwQMHDuzVq1fLg10uV0FBwbfffvv3v//98uXLrR7T0sqVK1euXNly3GQymUwmL/sH6BiWSUl8tjWbqaSE3F/8CAIZjZ4rTAHArUEgBQAAyjg0JUzVLzIifaMqOFK+KnyCfvxArXHVd+4Ra75LOFNvm36/fEXbwjIpInJm73Rm7yQimTIpup49iS+VQiYFvldSUrJy5cq7775b6UbgGo7jbrr55ieffDJv3jyftAMgO8mujRJjZ1KPTMql2FKVAF0XbtkDAAAFNJwsVfWLbDhVWsZPaThZKmstQ1Rf14IxnE7tHrHvqtRnFMhatB3GlHhDymgiYpdKyVeI53mb+M4CIqvVarFY5KsIIHblypX09HSDwTBq1Cile4HbMHXqVOd1d955p9LtAHRKPE+ir3xIEEivwMXXAF0dAikAAFCAKjgyIn1j76HxLJOSuxynUztSR4gzKaG6Xp9RIFTXy126VT7LpMxms8vlEl8QYbfb9fjQDD6xfv36srKytDTZ99YEaYWHh4+/7q677lK6HQDpSbPGucnkmUnhKx+A24RACgAAlKEKjgyZvTwoOU2/utAH5VrNpIyrixXMpCzvTCUiZ/ZO26wN8hXiOM7hcIgzKUEQ9Hq9gEVYQU5Hjx5ds2ZNWloa298NAKCT4GMypdnxluPIZCKDoXnEbkcmBXBbEEgBAIBiVMGRQcm+u3qCZVKGqOZfj5XNpLiREfO2ztSGaYTdZZkT10rzhW2rhVrLpIxGIzIpkER5efk6kf/+97+NjY08z8fHxyckJCjdHQBAM7bjHtvxVoLpOI5sNs9MCtvaAtwyBFIAAOBHOJ3aNj3aOqH5njWWSdl3VSrSjzZMY3lnKvtwLMvCq9exTMog+tDMMimn0ylfUehySkpKPvroo9raVrLRc+fOFRcXb9mypbCwsLq6WvySy+XKEtmxY8f69et//PHHKVOmHD169OjRo+fOnauvrz969OjFixd99aMAALRCfNrNnLhWghlZJiXeK8BqRSYFcIuwyx4AAHQuVblLZb1sitOpTaNCiciaf21DHKG6Pj3fVVJdzycosLiS+8Ox3IU4jrPZbO+995576z1BECwWi9lsxtZ7wKxZs+azzz6LioqKiYkRj2/ZsmXZsmUXLlxgT3v27Pncc8+ZTCb2dPTo0Z9//rn74F69emVkZFy9evXFF18UTzJ9+vQ///nPDz/8sMw/BABAe9hpl921lzlx7bytM72dkePI4SCjkdzXHbPzLM6tADeDQAoAADqRQ1PCiKjhZGnInOXyVeF0apY9iTMp9lipTMo3hTiOYyGCOJOy2+1EhEzKz9XV1a1fv/6zzz5r+dKePXveeOONpqamRx55ZMSIEYcOHdq0adPKlSv79+//6KOPElGPHj00mhv+G7ZYLI899pj7qc1mO3369CuvvHLffffJ/YMAANyUOJPKW7gt6XWvby5mmZR4zxC7nQYMILPZ25kBujUEUgAA0InoVxWW8VNqnbkX9+6Qe7Fzj0zK/ViRTMpnOI5j2ZM4k2KPkUn5p4KCghUrVhw7duzy5cutHvDuu+82NTVNnTr1lVdeYSMRERFZWVnvvvsuC6Ra0uv14s0cP/nkk/r6+vj4+PY7ycvLKyoqEo+sW7fuNn4SAIBb5s6k9mzeR0TSZFIuV3MmJQiUnk4cd8MKU+Cd+fPnl5eXu5+Wl5dPnDhRwX7AewikAACgE1EFR0akbyzjpzScKnWlxkWkb1QFR8pXjk/QD9CpLTn73SOdJJPKnLg2JjHamHKTX+A7zCOTcj9GJuWHmpqaGhsbw8LCiKisrKyxsVH86uWOvERUAAAgAElEQVTLl4uLi4nomWeecQ8mJyevWbNGEITjx4+HhIRI1UlsbOzkyZPdT8PDw6WaGQCgJVkyKZuteaM9QSCLhRyOG1aYAi+IzxFE9PHHHyvVCUgFgRQAAHQu4kyqjJ8idyZlHhVqiOqrzyhwj1jzXcKZetv0++Ur2j5H9o6ailpn9k4ikjWTGjBggEW0QbXVahUEwWazyVQROqexY8eOHTuWPX755Ze/+uor8auVlZWXL1++5557xMFTr169Bg0a9L///a+kpORWAqnFixffSifh4eGxsbG30zvILjAwMDAwUOkuAOTCMqnMiWsly6TYPXriTMpoRCYlFY9zRGFh4aVLl5RqBiSBXfYAAKDTYZlU76HxLJOq21tw8/d4gdOpXQvGcDq1e8S+q1IcUfmYMSXekDKaiJzZOx3ZO+QrZDabXS6XeMRut4vvtAJgG+r169fPY5yNeGy3B91PeXn5mTNnlO4CQEbaMA1b13zP5n3SnHPNZhJdgHwtk3Kvdw4AIgikAACgM1IFR4bMXh6UnNZwqvTEinlVuUtlLcfp1I7UEeJMSqiu12cUCNX1stZtizEl3vLOVJLzCimG4ziXy8WJvrkVBEGv1wv46AxERHT16lUiUqlUHuM9e/YkooaGBgV6AgCQlDuTkux7IJ5vJZMCgBYQSAEAQCelCo7UGJJZJlXryFUkkzKuLlYqk+JGRqTvmeeLQhzncDg8Mimj0YhMCuh6INXWeEBAgG/bAQCQhTZMw+7XkzGTwgXIAC0gkAIAgM5LFRwZlJzGMqmq3KW+yaQMUVr3CMuknEe6+R0rLJMyiHYCQiYFDLs2qq6uzmOcLdvR8sopAIAuKiYx2p1JSTOjyXTDFntsjXMAEEEgBQAAnR3LpIjIN5mUbXq0dULz15hCdb0lZ3/6Nlc77/KZmopamWbmOM5ms4n33WOZlN1ul6kidAlsrajy8vKmpibxeElJCREFBwdLWKu8vDwvLy8vL0/COQEAbh3LpCS7PJltuifOpOx2Sk+XZnL/xk4WRUVFSjcC3kIgBQAAXUBQclrI7OVEVJW79PiKl2StxenUplGhHpmUfXel4pkUH5Npm7VB2F0m0/wcx5lMJo9MKj09PR2fnv1YSEhInz59Ll68eODAAfdgVVVVaWlpQEDAgAEDJKxVVFRUWFhYVibXf+EAADcVkxgt5XQskxJvsWe1IpPyXllZWWFhodJdgAQQSAEAQNegMSbrVxWq+kXWOnPlrsXp1HyC3iOTsua7FMykaipqDSmjaypq8xZuk2/rPY7jeJ73yKSsVisyKb8VGBgYHx9PRH/961/d60ktX7786tWrQ4cODQoKkrBWUlLS4sWL586dK+GcAAAK4zhyOJBJSWvu3LmLFy+OjY1VuhHwVg+lGwAAALhVquDIiPSNquBI35TjE/REZM1vDqHYYzbuY9owzYOJQ4nImb1zz+Z9JOcGfDzPE5E4lmKP2Tj4m5SUlK+//vo///nPpEmTRowYsXfv3vLy8oCAgDlz5ijdGgCA7BzZO7w94bJMymgk98qM7HZ4nFXB7+EKKQAA6Ep8lkYxfILeNv1+8YiC10lpwzTGlHh2nZRk2wC1ged5m80mHsF1Uv7gjjta+WQ4YMCAlStX3nvvvadPn87Pzy8vLw8NDX3rrbdGjBjh+w4BAHyJj8ncs3mfBCdclkm5CQLZ7eR0ejstQBeHQAoAAKA95lGhrgVjxCPWfJdxVbFS/bBMiiTcmroNZrPZ5boherNarUajUb6KoLglS5YUFRXFxMR4jA8fPjwnJ+eLL75Yt27dtm3bPvnkk1/84heKdAi3pa6u7vDhwydPnmz1aSfXpZuHboN9CbRn8z4JFnBk60m5sU33kEmBf0MgBQAAXZsrNc4HW++5FozhdGr3iPNIjT6jQKiul7VuW4wp8e6tqfMWbpOvEMdxLpeLE6184XQ69Xq94L7pAPzJ3XffPXjw4L59+yrdCNwqp9M5aNCg+fPnt/q0k+vSzUO34b4wWZqzrdncSiaFUyr4MQRSAADQhVXlLm04VVrryPVBJuVIHSHOpITqeuPqYqUyqZjE6HlbZxLRns37Mieula8Qx3EOh0OcSQmCYDQakUkBAIA/YJkUO+dKwGwm0RKNJAg3rC0F4GcQSAEAQBcWlJwWlJzWcKq0Knepv2VS2jDNvK0ztWGamorazIlraypqZSqETAoAAPyZxLuI8HwrmRSAX0IgBQAAXRvLpNgDuWuxTMo8KtQ9wjIp55EzcpdulTZMY3lnKsukbLM2yJ1Jmc1m9wjLpJxY/AKks2LFisGDBz/00ENKNwIAILOWmZRegQ18u66HHnpo8ODBK1asULoR8BYCKQAA6PKCktPu21jhm1qcTs1P0FsnNH9wFKrrLTn7Fdx6z/LOVG5kBMukJFh1tQ0cx/E8bxV9gBYEwWKxYOs9kMqcOXMOHjz45ZdfKt0IAMBNSPANkMnkmUlZLN7O6Te+/PLLgwcPzpkzR+lGwFsIpAAAAG4Pp1ObRoV6ZFL23ZUKZlJJrydIuepqG1rNpOx2OzIpAADwH3xMpgRXJXMcmUxkMDSP2O3IpMDfIJACAIDuqeFkqXyTczo1n+B5nZQ136VgJvVg4lApV11tW8tMymq1IpMC6IpWrVqVlJT0pz/9yWO8sLAwKSnpySefVHxCgM6mpqLWfVWyBJmUzeaZSeF8Cv4EgRQAAHRPZfwUWTMpIvLIpIhI2UxK4lVX2+aRSRERMimArmjPnj2bNm0qKCjwGD9w4MCmTZs+/fRTxScE6GzYVckSZ1KibUPIakUmBf4DgRQAAHRDpfz/azhVWsZPqdvr+XuRtPgEvW36/eIRa77LkrNf1qKdAc/zDodDPGK1Wi241wCgLU4npadf+4PdAAC6MukzKYcDmRT4JwRSAADQDYXMXh6UnNZwqvTEinlVuUtlrWUeFepaMEY8Yt9Vqc+QNwi7RbIuKWUwGFwuFyf6DG232/V6vSAI8hUF6HrS00kQaPt2slqv/dm+nQSB7HalOwOADmKZlHuXW2+nY5mUmN2OvyLAHyCQAgCAbkgVHKkxJLNMqtaRK3cmxenUrgVjOJ3aPSJU1+szCoTqelnrto+PydyzeV/mxLXyleA4zuFwiDMpQRCMRiMyKYBrLBayWsloJPH/FGw7LYsFF0EAdF1sl1uWSUlwquU4colu+RcEXE0J/gCBFAAAdE+q4Mig5DSWSVXlLvVBJuVIHeGRSRlXFyuYSc3bOtP9QVmCDarbgEwKoE3p6deucfC4Hspuv/Z7ptXaFS+CuO+++/q38O233yrdF4CvSZ9J2WzNT1lyjZMpdGsIpAAAoDtjmRQR+SyTMkRp3SPKZlLiD8raMI18hVgmZRDtE8QyKSe+2oXbUVRUlJWVlZWVpXQj0jGZblgXpiWOI7PZN71I6GRrLly4oHRfAAqQOJMym0m8Z4ggeF5fCURExE4WRUVFSjcC3kIgBQAA3VxQclrI7OVEVJW79PiKl2StxenUtunR4q33WCblPHJG1rptYR+U0/fMk7sQx3E2m0289Z4gCBaLBVvvwe2KiIhQugWJOJ303ns3bOjektncOe/Kqa9vL0b/5z//ubWFESNGdHhCgC5NnElJsHQjzyOTuqnuc6bwez2UbgAAAEB2GmNy76HxZfyUWmfuxb079KsL5avF6dSmUaFEZM2/thiEUF1vydlvHhnKJ+jbfassZL02SozjOJPJRETuWEoQBLvdTkQ8z/umB+jSYmNj586dq3QXRETkdNL27RJMctOkif3PYjBIUG78+JuEX60JCAggoitXrniM//jjj+28a+zYsdJOCNDVsUzKNmvDns37iCjp9QSvpmMnTXcsxTIp8QpTfi8pKYmIsrKyLl26pHQv4BUEUgAA4BdUwZER6RvL+CkNp0pdqXER6RtVwZEy1eJ0apY9iTMp++5KIlIkk/IZjuNY9iTOpNhjZFLQlbAd8XzmVqKrm7JaOxBI3XPPPURUUFBw/vz5u+66iw1euHDhH//4R8e6kHxCgK6CZVKZE9dKk0mZTEQtMimPnfgAuj7csgcAAP6CZVKqfpENp0rL+CkNJ0tlLccn6D3u3bPmu9K3Kf8NJx+T6cjeIeP8PG+98Zd5q9WKe/cAOqFBgwYR0YULF6xW6+nTp4motLT0N7/5zfHjxzvJhABdiDZMM2/rTCJimZRXOI5MphtSZqeTLBZvpwXoZBBIAQCAH2GZVO+h8SyTkrucRyZFRJ0kk3Jm75Q7k7KJtwoislqtFnySBuhkpk2b1r9/fyJaunRpWFhYeHj4T3/60y+++GLcuHHiw6xWq06nW7JkiVQTEtGwYcOwCgx0PyyTkmbpRrbpnjiTstsJ3+5A94Jb9gAAwL+ogiNDZi+vdeay3ffkxifoxw/UGld95x6x5ruEM/W26ff7oHqrkl5PyFu4zZm9s6ai1tt7CtpmNpsNBoPRaBSuL8Vqt9udTqcLq2BA5zd+vDS37AkC2e03OcZsvslOfLdo/PgOvKl3796fffbZM88889///rehoaGioqJ///4pKSnsf173YRcvXjxz5sz58+elmpCIzp49yy6hAuhmpFy6kWVS4kXN2V9NuAseugsEUuAjRUVF8+fPJ6LFixcr3QsA+DtVcKRv0ijGENXXtWCMcXWxUH1tnyn7rkrnkTOuBWN81oNYTGI0NzKCrXNRU1FreWeqTIU4jnM4HOJMShAEvV7vcDi4Nn4Dz8rKKi8vLyoqmjhxokxdAdycwdCB9ZhaYbffPJAaP57MZglqddTPfvazPXv2lJaWHj58+Kc//WlUVBQbb2pq6iQTAvg1jiOHA5kUdFe4ZQ98Jy4ubvLkyUp3AQCgAE6ndqSO4HRq94hQXa/PKHBHVD7G7inQhmmE3WWZE9fWVNTKVIhlUuL4SRAEcUTlISIiIi4uLjY2VqZ+AHzKbL72qyPH3XDJlfuqKJtN2TTKLTIy0mg0usMjX0547NixDRs25OTkHDx4UKrqAJ2Kt/fIs0xKDPfuQXeBQAp8JDY2NikpCb9jAIDfajWTEl825WNsPyBtmKamotY2a4PcmZRBdL0Jy6ScrW0rlpSUlJSUFB4eLlMzAL7G82S1eu7Xzn697DRplIJeeeUVjuOSk5NnzJgxZMiQuXPnKt0RgMT4mEwJ1m3kuBv+GmG3A3u/OyeA0hBIAQAAEBEdmhJ2fMVLspZgmZQhSuse8Z9MymazibfeEwTBYrFg6z3wC+zOGrYuFfszfjxxHNKoS5cuvfXWW08//bTdbp89e3afPn1WrFixffv225rk8OHDGzZs2LRpU32951+kjY2Nn3766YYNGw4dOiRd1wC3x5AymiTZS4StJ+UmCGSxIJOCrg6BFAAAADWcLFX1i6x15rpS42QtxOnUtunR4q33WCZl31Upa922sEwqJjGaZVIS7FTdBo7jTCaTRyZlt9uRSYFbUVFRVlZWVlaW0o3Iw2Agnr/2R5IFqm5Zjx492nmqrPnz5//97383mUwrVqwwm81EVFBQID6g/eb//Oc/WyyWTz/9dOHChcHBwX/961/dL23atOnhhx+uqKi48847N2zYsGzZMhl/DIC2GVPiWSYlwRnWbG4lk2rjFvjujZ0sioqKlG4EvNWJTkgAAABKUQVHRqRvLOOnNJwqlbsWp1ObRoUSkTX/2uX3QnV9er6rpLqeT9C3+1ZZaMM0xpR4bZiGfX97puKsMSVejkIcx/E8T0TuWEoQBPaYx+KscF1ERITSLXQfDz30UGlpad++fVt92hnMmTPH/XjChAmrVq1yb7130+bz8/PvuOOOr7/+mj1dsGDB7373u0OHDq1YseKDDz748MMPP/vss549exLRxIkTN2/e/Pnnn//qV7/y0Q8GIMLOqtKcW81mKilpXpNOEMhoJIdDms06u46IiIiysjKluwAJIJACAAAgup5JqYIjfVCL06lZ9iTOpNhjBTMpInJm72Rf4cqUSdH17El8qRQyKWBiY2OxhJC01Gq1OODzeKq4Hj16iBeMY1c/uTfju2nzX375pXjv5oyMjIqKipUrV/bs2bOwsHD79u3iy6kSExMzMjIQSIFSpDyrstOlRyblsVBdd5eUlEREWVlZly5dUroX8AoCKQAAgGt8k0a5eWRS7seKZFJ0/eOyM3unM3snyZxJDRgwwGKxuEesVqsgCDabjYicTue//vWvxsbGqqqqcePGjRs3TqY2AEBZgYGB4qfuKOoWnT9/3mPk7bff3rdvX2ZmZk5OTss7EysrlbkzGkB6LTMpvd7fMinoHrCGFAAAgGL4BL1t+v3iEWu+K32bYp8p3UtdyJdGMWaz2XXjR2e73a7X64lo+/bt//rXvz777LPFixd/8803srYBAF0Xux1PrEePHikpKUT0hz/8oaqqyuNVtVpNAJ2GsNu7O85Mphs2RmDrSQF0NQikAAAA2lOVu1TW+c2jQl0LxohHrPkuS85+WYu2w5gSn75nng8KcRzncrk40bIXgiDo9XrBL9dnBYDb9ZOf/MRj5NSpU5mZmevXrz927FhycnJjY6P7pcuXL/fq1cu3DQK0iY/JzFu4zatMiuM8d0iw25FJQZeDQAoAAKBNh6aEVeUulTuT4nRq14IxnK7523v7rkp9RkE7b+keOI5zOBwemZTdblesIQDoOpKSksTb6pWWlj7xxBNr16596qmn/va3v3355ZdTpkxht/XV19c/99xzTz31lHLNAjSrqag1pIyuqajNW7itpqK24xNxHNlsNyxnbrcT9q6FLgWBFAAAQJuCktOIyDeZlCN1hDiTEqrr9RkFQnW9rHVvkVefmNvFMimD+DteAOhkPBZ7knXOW681bNiwiIgIi8Wydu1ai8Xy7LPPvv3226NGjSKi559//ssvvzx06NA999wzceLEoUOHTp06NTo6WrLuAbygDdM8mDiUZVK2WRu8zaQ8ttizWpFJQReCRc0BAADaFJScpuoXeXzlS1W5SxtOlobMWS5fLZZJGVcXu0MoobreuLrYI6hShG3WBss7U7VhGjkmFwSB4ziO41rerPfNN9+Id9HCGucAili0aNGiRYuknfPo0aMeI5MmTbrddc0nT578xBNPFBYWTpo0qX///uKXjEbjvn37ysvLy8rKRo0adccd+BoeOhGWSRGRM3unt2dYlkkZjeQ+h7LFzrF3LXQF+KsZAACgPRpjsn5VoapfZK0z15UaJ2stlkkZorTuEZZJOY+ckbVu+9j3t7ZZG7xdgbUN27dvt9vtrS4dxQIpN6xxDgAe7rjjjvj4eI80yi08PDwuLg5pFHRCLJPiRkZIdp2UmN1OTqd3DQL4Av52BgAAuAlVcGRE+kZVv8iGU6Wu1LiGk6Xy1eJ0atv0aOsEvXtEqK635OxXcOu9pNcT3KtdKNUDAABAN6MN0yS9niBZJiXeu5ZtuodMCjo9BFIAAAA3J86kyvgpcmdSplGhHpmUfXelUpmUe7WLeVtnKtIAAABAtyRxJmWzNT9lmRQ2roXODWtIAQAA3BKWSR1f+dLFvTvK+Cn952T2GTpGplqcTs0n6InImn8thBKq69ljNu5j2jCNMSVepsnHjx9vZQteEBGR0+l0Xv9S12PRKCwgBQAA3QzLpNx3x3u1npTZTCUl5D6lCgIZjZ6rngN0JgikAAAAbpUqODJk9vJaZ25V7tITK+ZpjMlsGz6ZeGRS7seKZFLyMRgMHrvsiQOp+fPn+74lUERRURH71y1eyR4AoNvThmks70x1Z1JeXY/M1jLv7plUVlZWeXl5UVHRxIkTle4FvIJb9gAAAG6DKjhSY0gOSk5rOFVa68ityl0qazk+QW+bfr94xJrvsuTsl7UogFLi4uImT56sdBcAAL7GMiltmKamojZz4lqv5uJ5El13fC2T6l4iIiLi4uJiY2OVbgS8hUAKAADg9qiCI4OS01gmVZW7VO5Myjwq1LXghnsD7bsqjauKZS16K/iYTG8/NAOIxMbGJiUl4RcMAPBPUmZSJpNnJmWxeNdd55KUlJSUlBQeHq50I+AtBFIAAAAdwTIp9kDuWpxO7VowhtOp3SPOIzX6jAKhul7u0m2pqah1f2j2ahFWAAAAIKIbMymvJuI4MplIfDu83d7NMinoHhBIAQAAdFBQctp9Gyt8U4vTqR2pI8SZlFBdb1xdrFQmJf7Q7O3GQDcaP378Y4899sgjj8yfPx+rmAMAgF9hp9f0PfO8nYhtuueRSaWnezstgKQQSAEAAHQNnTOTcm9WLewuk2Rag8Hw2GOPTZgwAYEUAAD4oY7vsueBZVLi5cytVmRS0Klglz0AAIAug2VS6fku+65KNsIyKdv0+w1RfX3fD9us+rvNe53ZO/MWbotJjDamxPu+DQDoWsrKyt566609e/bU1dVFRUVZLJYJEya0euTp06f/+Mc/tvpS3759//KXv8jZJkDXx3HkcJDRSIJwbYStLcU24wNQGgIpAAAAKblS4yLSN6qCI2Wan9Op+Ql6rq/amu9iI0J1vSVnv3lkKJ+gl6loO7RhmgcThxKRM3vnns37iAiZFAC047vvvnvooYdqamr69OnT1NS0a9eunJycP/3pT6+99lrLg6urq99+++1W5+E4DoEUwM2xTEov+oRgtxMhk4JOAbfsAQAASKaU/38Np0rL+Cl1ewvkq8Lp1HyC3jqh+cOlUF1v312Zvs0lX9F2aMM0xpR4Q8romopaZ/ZOR/YORdoAgC7hxRdfrKmp+eMf/1hbW3v69OmVK1cSEc/z1dXVLQ+Oioo6ePDggRuZzWYiYv8E8Ad8TKZX51aOI5foE4IgkN1OTqfXfQF4C4EUAACAZEJmLw9KTms4VXpihdfLkd5My0zKmu9SKpMiIpZJEREyKQBoy9mzZ7/55ptBgwa98cYbgYGBffr0eeGFF4YMGXL16tXvvvuu5fGBgYH33XffYJEjR478/e9/T0xMXLhwoe/7B/A9tkSjt+dWtp5U86QCWSzIpEBxCKQAAAAkowqO1BiSg5LT9KsLfVDOI5MiIsUzqaTXE4iILSmlVBsA0GmVl5fHxcUlJycHBAS4B++66y4i6t+//03fXlZW9uSTT4aHh69bt048A0A3xo2McJ9bvZrIbG4lk3KvLQWgBKwhBQAAICVVcGRQcprPyvEJ+gE6tSVnv3vEmu8SztTbpt/vsx7EYhKjuZERmRPX7tm8T9hdNm/rTEXaAIDOKTo6eufO5l+qT5w4sWTJkt27d48cOfKBBx646dv/7//+7+zZs8uXL9doJNqGDKAriEmMdv/TK2YzlZRcW9eciASBjEZyOG7YiQ/Ah3CFFAAAQNdmHhXqWjBGPGLfVanPkHERq/ZpwzTzts7UhmlqKmqV6gEAOr/Q0NCQkJBly5ZFRkZ+9tlnNz1+x44dH3zwwdChQ5999lkftAfQqUiQRjE83xxI0fVMCkAhCKQAAAC6PE6ndi0Yw+nU7hGhul6fUSBU1yvSjzZMY3lnavoe2RfSAoCu67e//e1vf/vbe++9t7S0dNKkSceOHWv/+Ndee62pqWnhwoV33IFfYQC80DKT0iuwSy8AIZACAADwgUNTwlypcbKW4HRqR+oIj0zKuLpYwUxKkboA0KqTJ09u2rTptddee/TRR+Pi4p588kme5w8fPizV/E6nc9WqVfn5+bf+loyMjLVr1x44cCApKenbb79ds2ZNOweXlJQ4HI6f/OQnv/nNb7xuFsDvmUwk3qeSrScF4HMIpAAAAOTVcLJU1S+y4VSpKzWu4WSpfIVYJmWI0rpHlM2kAKCTyMnJiYqKSkpKysjI2LZtW1FR0QcffPD6668PGTLk2WefPXv2rPcl3n///dmzZ2dmZrZ/2H/+85+srKy9e/e6R1QqFc/zRPTvf/+7nTeuX7++qakpKSmpV69e3ncL0A1kTlzb8X33OI54ngyG5hG7ndLTpegL4DYgkAIAAJCXKjgyIn0jy6TK+ClyZ1K26dHirfdYJuU8cka+orfOqy2robvLy8t75plnnnnmGaUb6VauXLnywgsvzJgx4/z582q1ety4cS+//PKbb7753HPPaTSaK1eurFu37oknnrh06ZJv+tmxY8eLL76YkZEhHgwMDCSixsbGdt6Ym5tLRNOmTZO1PYCuwpG9o6ailu0f0sEpOI5sthuWM7dau0omNX/+/GeeeSYvL0/pRsBbCKQAAABkxzKp3kPjWSZVt1fGFcc5ndo0KtQjk7Lk7E/f5pKv6K3gYzKd2TuRSUFbYmNj586du3jxYqUb6VbWrl27evVqIho0aNAPP/zw9ddfv/nmmy+//PKaNWtKSkoef/xxInI6nQsWLPBNP8OHDyeiTz755NSpU2zk6tWrf/7zn4koNjaWjezdu/f9998XXzDV0NCwf/9+8TEAfs6YEm9IGV1TUZu3cJtXmZTHFntdJJOaPHny3Llz8RdCN4BACgAAwBdUwZEhs5cHJac1nCo9sWJeVe5S+WpxOjWfoPfIpOy7K5XNpAwpo4kImRS0JTw8PDY2Njw8XOlGuo+6ujqr1UpEgwcP3rlz58CBA8WvarXaDRs2PPDAA0S0fv36q1ev+qClX/ziF48//nhdXd2wYcPS0tJee+21ESNGvP/++0FBQe5Q7IMPPnjqqad+//vfu9916NChhoaG/v3763Q6HzQJ0CXIlUl1hXv3YmNjcb7oHhBIAQAA+IgqOFJjSGaZVK0jV9ZMiohaZlLWfJeCmZQxJT7p9QT2QKkeAPzKypUrKysriei1115rNcrp1avX7NmziejEiRPffPONJEWPHTv2/PPP6/X63r17DxgwYNq0aUePHhUfsH79+pdeeqmmpmbZsmUZGRnff//9xIkTnU7ngAED2prz4MGDRBQdLdG29wDdhZSZlJsgkN1OTqcUDQLcBAIpAAAA31EFRwYlp7FMqip3qY8zKSJSNpOKSYxO3zNPqeoA/kzHu6gAACAASURBVOarr74iooiIiOnTp7d1TEpKyuXLly9dujRu3DjvKwqCMHz48LffflsQhPr6+mPHjuXm5sbExPz444/uYzQaTWZm5oULF44cObJ37966urp//vOf7EIt5o033mhqatq3b597ZPLkyU1NTV9++aX3HQJ0Mw8mDnVnUjUVtR2cpWUmZbEgkwIfQCAFAADgayyTIiLfZFKOFx4Uj1jzXZac/bIWBYDOgF1YNHLkyB49erRzmEql6tmz5x13SPB7wYEDB2pqap5//vnPP//8888/nzlzJhGdO3eu5dJgd9xxx7333hsdHa1Wq72vC+C3tGEadyZlm7Wh45mUwUA2W/NTlkkJghQ9ArQJgRQAAIACgpLTQmYvJ6Kq3KXHV7wkay1DVF/XgjGcrvm3PvuuSn2GjAurA4DiGhoaXC4XEen1+pseLKE33njjb3/728MPP/zwww+/88478fHxRFRYWOjLHgD8CsukuJER3mZSZjNZrc1PBYGMRmRSICsEUgAAAMrQGJP1qwpV/SJrnbmu1DhZa3E6tSN1hDiTEqrr9RkFQnW9rHVvRebEtR3/9AwAbaipqWlsbCSiO++802dFNRpNWlqaeGTatGlEVFFR4bMeAPyQNkyT9HqCBJkUz7eSSQHIpr3LdwEAAEBWquDIiPSNZfyUhlOlctdimZRxdbE7hBKq642riz2CKh9zZO9gn56NKfExiVixGDoFYXeZa/dt/C/Zcp1+8VaS7b8qx/zMPffc06dPn7q6umPHjt1WOW8MGTLE4xa8vn37EhGLxgBAPiyTYqub22ZtsLwzVRum6chEPE9EzbGUIJBeTy4ld+mFbgyBFAAAgJLcmZQParFMypKzz3mkho0onkk9mDiUiJzZOx3ZO85UnMUGfNAZuHaXOrN33vrxLf+7Fb+9/VflmJ8JCAiIior64YcfhHbvuDl+/PjTTz9NRLNmzWpn7fNb1HIvv6amJi/nBIBbJFkmZTIR3ZhJWSw3rDAFIBEEUgAAAApTBUfqV/togRVOp7ZNj35vV6U1/9q3nSyT4ifozaNCfdODmDZMw36ddmbvZL9jI5MCxelHRlKKVzMYUkZ3+FXv53cbOHDgDz/8UFBQUFJSMmDAgFaPKSgo+OKLL4ho/vz5XnYFAIpjmRS7a6+DaRQRcRyZTOR0Nm+0Z7cTETIpkBwCKQAAAP/C6dSmUaFEJM6k0vNdJdX1fIJPFz9288ikAJTFjYzgRkZ4M0P7uar3qestzpCcnJyXl9fY2JiZmbl8+fJWj/nwww+JqGfPnmPHjvWyKwDoDLRhmo5fG+XGcWSzkcVyQybFcddu6AOQCBY1BwAA6IyqcpfKNzmnU/MJeuuE5vhJqK635rvStym2SIQxJT7p9QQicmbv/PFT2VfUAvAH06ZNGzZsGBFlZ2fn5OS0PGDLli25ublE9Nhjj/Xu3dvX/QGAPLxNoxiWSXFc84jVSunpEswMcB0CKQAAgE7n0JSwqtylsmZSROSRSRGRsplUTGL0vK0ziajviVB94GCl2gDoNgICAhYtWhQQEHDp0qUZM2a8+uqr33///ZUrV4jozJkz6enpkydPJiKdTrdq1SqlmwWAzofjyOFAJgXyQSAFAADQ6QQlpxGRbzIp2/T7xSPKZlLaMM28rTMvh5x3XTmoVA8A3cmvf/3rTZs2abVaIlq8ePHw4cO1Wm1ERIROp7NarY2NjXfffbfdbg8LCxO/6/Tp0wsWLHj00UdHjhw5Y8aMTz/9VKH2AUBpLJMSs9uvLSkF4DUEUgAAAJ1OUHJayOzlJPONe4x5VKhrwRjxiDXfZcnZL3fdtmjDNGG/1ipVHaD7SUxMLC4unjRpEtsC7/z58+Xl5UQUGBg4Y8aMAwcOPP744+Ljf/jhh2HDhi1atMjhcBw7diwnJ+fxxx+fO3du+1VUKpV8PwIAeImPycxbuK2Db+Y4com+qRIESk9vXlsKwAsIpAAAADojjTFZv6rwvo0VPqjF6dSuBWM4ndo9Yt9Vqc8o8EFpAPABvV6/ZcuWqqoql8v18ccff/TRR//73/8uXLjw/vvve1wbRUQvvvhiZWXlrFmzzp49e/Lkya1bt/bu3XvFihVff/11OyVWrlzZ1NT0r3/9y2PcZDI1NTXV1tZK/CMBwC2rqagloj2b93mVSYm32BMEslhIECRoDvwbAikAAIBOShUc6bNanE7tSB0hzqSE6np9RoFQXe+zHgBAbhzHJSUlTZ48eejQob169Wp5QEVFhdPpDA0NXbVqlVqtJqLHHntszpw5RPTVV1/5ul0AkAK7HZ6I9mze1/FZzGbPTMpoRCYFXkIgBQAAAERtZFLG1cXIpAD8R1lZGRH94he/EN+CFxoaSkTV1dWKtQUA3mGZVPqeeV7NYjaT1dr8FJkUeA2BFAAAQJfhSo2r2yvjnXQskzJENS/hxDIp55Ez8hUFgM5j+PDhu3btWrJkiXhw27ZtRDR06FCFmgIACWjDNBLMwvOtZFIAHYVACgAAoGuoyl3acKr0xIp5sq50zunUtunR1gl694hQXW/J2a/g1nvgJ8rLy/Py8vLy8pRuxK/16tVr5MiRAwYMcI8sWrRo27ZtISEhU6ZMUbAxAOgsWmZSen2bB8uDnSyKiop8XBck10PpBgAAAOCWaAzJRFSVu7TWkUtEQclpMhXidGrTqFAisuZfC6GE6nr77koi4hN8/aET/Af71SI8PFzpRuCaU6dOzZ49e8OGDRqNJjc3V6OR4vIKAOgGTCZyOps32mNrnItXmJJZWVkZ2y0UurrA+fPnK90DdH/FxcU9evSIi4tTuhEAgC4s8M6f9Bk6hojO7/r3xb07iIg9lYO2dw/DwL4BRM4jNWyk5mKj80hNAJFhYF+ZiroVFRVduXLl5z//udyFoPMoLi5+4IEHFixY4LNPCyz/woeTtuTk5EyaNGn37t0PPvjg1q1bR44cqXRHnQX+y4Fug4/JJCL9yNvfQUWrJYOB/vvf5gWk9uyhgAAyGCRsrx1xcXG/+tWvysvL8Wmhq8MtewAAAF1JUHIauzaqKneprPfuERGfoBffu0dE1nwX7t0D6N6uXr2ampo6Y8aMixcvLlu2rKioKDo6WummAEBibMc9Z/ZOR/aOjryf48hmI45rHrFaKT1dmubAbyCQAgAA6GKCktNCZi8noqrcpcdXvCRrLT5Bb5t+v3jEmu+y5OyXtSgAKMhqtWZnZw8bNuz777+fN29ejx5Y4gOgG4pJjDakjCaiPZv3dTyTcjiQSYE3EEgBAAB0PRpjsn5VoapfZK0z15Uq750j5lGhrgU33Bto31VpXFUsa1EAUERZWdmbb77Zv3//L7744t5771W6HQCQkTEl3pAyuqaiVspMym5HJgW3DoEUAABAl6QKjoxI36jqF9lwqtSVGtdwslS+WpxO7VowhtOp3SPOIzX6jAKhul6+ogDge/n5+fX19QEBAbNnz552o3/+859KdwcAEpMsk3ITBLLbm9c7B2gXAikAAICuSpxJlfFT5M6kHKkjxJmUUF1vXF2MTAqgO/nuu++I6Pjx47kt7N27V+nuAEB64kxK2F3WkSnYelJubNM9ZFJwCxBIAQAAdGEsk+o9NJ5lUnV7C+SrhUwKoNvLyspqasMf/vAHpbsDAFm4M6m8hds6mEmZza1kUu49+ADagEAKAACga1MFR4bMXh6UnNZwqvTEinmybr3HMinzqFD3CMuknEfOyFcUAAAAZCVNJmW1Nj8VBDIakUlB+xBIAQAAdHmq4EiNIZllUkHJabLW4nRqfoLeOkHvHhGq6y05+9O3uWStCwAAAPJ5MHGot5kUz7eSSQG0DYEUAABAd6AKjgxKTrtvY4UPanE6NZ/gmUnZd1cikwIAAOiitGEacSZVU1HbkVlaZlJ6fZsHg99DIAUAAAAd0TKTsua7kEkBAAB0UeJMyjZrQwczKZPJM5OyWCRqELobBFIAAADQQR6ZFBEhkwIAAOi6WCbFjYxgmVRHpuA4MpnIYGgesduRSUGrEEgBAAB0W4emhLlS42QtwSfobdPvF49Y812WnP2yFgUAAACZaMM0Sa8ncCMj5m2d2cEpOI5sNs9MKj1diu6gW0EgBQAA0D01nCxV9YtsOFXqSo1rOFkqXyHzqFDXgjHiEfuuSn1GgXwVAQAAQD7aMI3lnaleTcEyKY5rHrFakUmBhx5KNwAAAACyUAVHRqRvLOOnNJwqLeOn6FcXyleL06ldC8YYVxcL1fVsRKiu12cUOFJHcDq1fHUBvFFUVJSVlaV0F9DFFBUVxcbGKt0FQFfAceRwkNFIgnBthK0txfOKtQSdDK6Qgo64fPny6tWrn3nmmccffzw1NfWrr75SuiMAAGgFy6R6D42XNY1iOJ3aI34SquvFERVApzJ37lzECtABsbGxc+fOVboLgC6CZVJidjvZ7co0A50PrpCCjuB5/osvvjAYDNHR0du3b3/55ZeXLVs2btw4pfsCAABPquDIyPSPfFOLZVKWnH3OIzVshGVSuE4KOifECgAAt4iPydSGaTqyqhTHkctF+utboAgCpacTx92wwhT4K1whBbetvLz8iy++SE5OXrJkyauvvrp8+XIiys/PV7ovAABQHqdT26ZHi7feY5mU88gZBbsCAACADqupqNWGaWoqajMnru3I+9l6Um6CQBZL83184McQSMFtc7lcRPSrX/2KPR0yZEifPn3OnTunaFMAAHAbqnKXyjc5p1ObRoV6ZFKWnP3p21zyFQUAAACZsDXOWSZlm7WhI1OYzdcWkGIE4Ya1pcBf4ZY9uG3jxo3bsWNHYGAgETU2Ntpstrq6OgMuuQQA6CIOTQljD4KS02QqwenUfIKeiKz510IoobrevruSiNg4AAAAdCEsk7LN2tDx3ffYWubuWIplUg7HDTvxgZ/BFVLQESyNysrKGj9+/Ntvv/3II4/85je/UbopAAC4JSGzlxNRVe7S4ytekrUQn6D3uE7Kmu/CdVIAAABdUQfXkBLj+VaukwI/hiuk4CbKy8u//PJL99Nhw4YNHz6cPR45cuRdd91VUFDw+eefR0ZGpqSkKNQjAADcBo0xuffQ+DJ+Sq0z9+LeHbJuwMcn6Afo1Jac/e4Rds0UrpMCAADwRyYTUWvXSYFfwhVSfqSkpOSjjz6qra1t+dK5c+eKi4u3bNlSWFhYXV0tfsnlcmWJ7Nixw/1SfHy8xWJZs2bNz3/+83/84x+XLl2S/WcAAAApqIIjI9I3qvpFNpwqdaXGNZwsla+WeVSo44UHxSPWfJc4ogIAAAB/wXFkMt2wxZ7TSRaLYv2AohBI+ZE1a9b85S9/OXr0qMf4li1bEhMTU1JS/vSnP82dOzcxMfG9995zvzp69OjPRSwWy/vvv28ymc6fP88OCAgIGDdu3KVLlw4fPuy7HwYAALwjzqTK+CmyZlKGqL6uBWM4ndo9Yt9Vqc8okK8iAAAAyI2PyXRk77j5cR7YpnviTMpup/R06fqCLgOBlF+oq6tbs2bNZ5991vKlPXv2vPHGGxcuXHjkkUf+7//+LykpqaGhYeXKlf/+97/ZAT169NCI9OrVi4j279+/fft29yT79+8norCwMJ/8NAAAIA2WSfUeGs8yqbq9MiZEnE7tSB0hzqSE6np9RoFQXS9fUQAAAJCJsLuMiJzZOzueSYmXM7dakUn5Iawh1c0VFBSsWLHi2LFjly9fbvWAd999t6mpaerUqa+88gobiYiIyMrKevfddx999NFW3/LQQw+tWbNm+fLlR48eHTVq1Ndff71t27axY8f27du3nU7y8vLy8vLEI+KlqQAAQBGq4MiQ2ctrnblVuUtPrJinMSbLuvWeI3WEcXWxO4QSquuNq4sdqSP+v989V15e7j6yvLz8ueeek6kNAAAA8B43MiLp9YS8hduc2TuJyJgSf5vv58jhIKORBOHaCFtYim3GB/4BgVQ319TU1NjYyK5dKisra2xsFL96+fLl4uJiInrmmWfcg8nJyWvWrBEE4fjx4yEhIS3nDAkJeeutt5YsWbJu3bp169YFBgb++te/njdvXvudxMbGzp071/00PDzcm58LAACkogqO1BiSiagqd2mtI5eI5M6kLDn7nEdq2AjLpNb/wSq+eOrjjz/GuoQAAACdXExiNBF5m0npRfuc2O1EyKT8CAKpbm7s2LFjx45lj19++eWvvvpK/GplZeXly5fvuececfDUq1evQYMG/e9//yspKWk1kCKikSNH5ubmnj17tra2NiQkRKVS3bST8PBwhFAAAJ2TKjiShVBVuUurcpeSzJmUbXr0e7sq2XZ7RCRU1z+9+YR5ZCjbes955My/aoIbGxurtleMG3D3OO5umTqBzqaoqCgrK4uIxN9gAQBAZyZBJuVyNWdSgkB2O40ff8MKUy2wk0VRUZF7/3foorCGlF9jG+r169fPY5yNeGy319JPfvKTyMjIW0mjAACg8wtKTvOIpWTC6dSmUaHWCc3fiArV9fbdlZac/UJ1/fbDNf+q6ffZ+dDF2yu/KTl3rOby+/+tkq8Z6GwiIiKUbgEAAG5DTGK0IWU0ebmelJsgkMVCTmc778CZotvAFVJ+7erVq0TUMlHq2bMnETU0NCjQEwAAKCcoOU3VL/L4ypeqcpfKd5EUEXE6NbseSnydlL260nnkjCGqeUXCYzWXX/hE+Kbk3LGaS/PHY+uMbs7j7n4AAOgq2IVRzuydezbvow5cJ2U2ExFZLNeeskzK4bhh1XORpKQkIsrKysIN/l0dAim/xgKptsYDAgJ82w4AAChPY0zuPTReFRzpg1oemRRdj6XcT93XRi3eXvlTba8nhwf5oCsAAAC4XRJkUiUl19Y1JyJBIKOxnUwKugfcsufX2LVRdXV1HuMsaca9eAAA/sk3aRTDJ+ht0++/6WE/1fZEGgUAANCZGVPiDSmjaypq92zex2Kp28PzzYEUXc+koFtDIOXX2FpR5eXlTU1N4vGSkhIiCg4OVqYtAADwJ5xObR4V2v4xTw4PWry94hvhnG9aAgAAgA5wZ1KO7B3C7rLbfn/LTEq8Bx90Owik/FpISEifPn0uXrx44MAB92BVVVVpaWlAQMCAAQMU7A0AADoPV2pc3d4CmSbffrjGvquy/WMWb69ka5zL1AMAAABIwp1J5S3c1pFMymS6tqQUw9aTgm4KgZRfCwwMjI+PJ6K//vWv7vWkli9ffvXq1aFDhwYF4eYIAACgqtylDadKT6yYJ+vWewAAANA9iDOp234zxxHPk8HQPGK3I5PqrrCoub9LSUn5+uuv//Of/0yaNGnEiBF79+4tLy8PCAiYM2eO0q0BAECnoDEkE1FV7tJaRy4Rybr7HgAAAHQDDyYOpQ4sbc5wHNlsZDSSIFwbsduvBVXQveAKKT9yxx2t/OseMGDAypUr77333tOnT+fn55eXl4eGhr711lsjRozwfYcAANAJqYIjg5LTgpLTGk6VypFGjR+otU7Qt7+M1JPDg+aPDx034G7JqwMAAIDktGGaDqZRDMd5brFntVJ6utd9QeeCK6T8yJIlS1odHz58eE5Ozrlz5yoqKoKDg/v27StH9by8vKKiIiJat26dHPMDAICsWCYlx8yGqL5c396WnPa24/mm5Nyn4wf/VNtTjgYAAACg02GZlPg6KbbeOa6T6kYQSME1d9999+DBg+WbPzY2dvLkyeHh4fKVAACALsp55IzzSE07BxyrufxNybkntVjcEAAAoKuqqajVhv3/7d17VFTl+sDxh9so4AVDSOTiiOUFdUnij/JSYqeOt0pZGhUdMzNPnmO1PEtLVq3SfmXaOcdC8VZquqqTSR1R83JMVES0RMGOpSF2EMVBRQjERO7z+2PX/OZgDDPDzN7D+P380WL27X1mfPc7T8/e8+5ONuyg1KTMH7S3YYOMHClxcZKRcfeuXfX19e3KyhpGjKgfMcLh0UIF/GQPKgkNDY2NjaUgBQC42dP/E7Lg9z1FRH9be+UPReKgQOWuqJUT9ImDqEYBANBWzY9+b/2zn1cUV9q2m14vZ8/+/0vloXsZGXLgQOyuXcP27Gm/eLFXVpbn+fO6Tz91bMBQAQUpAABgp7N/uruupMghh5o/uueC3/c8++ow84URAbrtT/WhGgUAQJtWUVypHxJWUVxpZ01q/fr/f6nUpEy/4xPxPH/e989/9v3zn9stXuyYcKEWr6SkJK1jgPvLzc319va+++67tQ4EAOAwZ/90d92VouvZuzvEjvHy79z6A8bd0UVExENKznzX07syYWjvET06DuzmN7CbX+sPDhdHqgAAbqx9x3Y9h4Tn7f9PRXFl3v7/DH3SxidoRUeLh4dkZPzysqJCvv3WtNLru+88z58XEe+sLGNERMPAgY4KG87GHVIAAMAeYW984dt/aN2VogvzJ1edPOyow8b16jI2oOT3HS8mjew+Qs9j9QAAcAcB3TtNW/toQPdOf9k53Z7958//ZVLz5jVGRNQmJtpzcGiEghQAALCHT3B4t1nJgQlz6q4UXV7+l7LUJVpHBAAAXJf91SiRX26P0ustbFKbmNhu8WLvrCw7m4DqeMoeAACwk09weKe4BBEpS11SuT9VRAIT5mgdFAAAcDsHDrR4h1T7xYtFpDopiYfutRUUpAAAgP18gsOVIlRZ6hLlJilqUgAAAGgRP9kDAACtFZgwp0lZCgAAwLL50e+lvb5b6yigGe6QAgAADhCYMMcnKPzSitllqUvqSoq6PZ+sdUQAAMB1VRRXisi3206JSPz/jm5h65EjZcECKSyUDRua26Q2MbExIqKB3+u1HdwhBQAAHKPTqISeK4/4BIVXZqSe/dPdWocDAABcl2mO82+3nWr5Pqm4OJk6VQoLLWzinZVVl5jIBFJtCAUpAADgMD7B4WFvfOETFF53pejsn+6uKynSOiIAAOCizGtS+1d/3cLWGRm/PGuvGZ7nz/OIvbaFghRUYjAYsrOzs7OztQ4EAOBc5jWpC/Mn27Sv8k1hMBicFBsAAHAppppUxupvWqhJPf30Lw/a0+vNn7in/FJPRG6sXFmbmOjEWOFoFKSgkuzs7JSUlM2bN2sdCADA6ZSalG//oT1XHbFpx82bN6ekpHD1AgCAW0dA907KHFIt16Tmz5cFC+TsWfNljRER17dvpxrVFjGpOVQSHx//wgsvaB0FAEAlPsHh4W/809a9Fi9eLCIpKSk1NTVOCAoAALii6EeiRCTt9d0Zq78RkVEzhza76fz5IiIjR2aPHVtfXz84JqZhxIjGiAiqUW0RBSkAAAAAAKAlG2pSIhIXd+S772pqavrPmKFOeHAGfrIHAAAAAAA0Fv1IlLW/3YNboCAFAABUkj+5e1nqEq2jAAAALir6kai4mfeIlc/dQxtHQQoAAKihcn+qiJSlLrm0fLbWsQAAABc1aubQuJn3VBRXUpNyexSkAACAGjqNSui58ohPUHhlRqrWsQAAANdlXpPSOhY4EZOaAwAAlfgEh4e98YVPcLjWgQAAAJemTGrewtTmaOO4QwoAAKiHahQAALAG1Si3R0EKAAAAAAAAqqIgBQAANMaj9wAAAG41FKQAaGDKlCkGg0HrKNqYtLS0lJQUraNwlvvvv1/rEKxiMBimTJmidRS/0OQ8ckY/zJ/cvXJ/KjUpAObc+1vPedrK96kd2lCXcKlQNekSKSkpaWlpzjjye+PWVRRXOuPI0AQFKQAaoBplhwsXLmgdgrO0of7gUqFqEowz+mFgwpy6K0VlqUuoSQEwceNvPadyqe8px2pDXcKlQtWkSzij0Yriyv2rv64orlz/7OfUpNwGBSkAAKClwIQ5gQlzRISaFAAA+E0B3Tvd9Uh//ZAwpSaldThwDApSwH9x3v2ldtDkDtu2/mO6pKQkx8bvqH8FzbuWfW/Evl+oOfvNJiUlZWdnW7mxlW88Ozs7KSmpFUH9F2vOoxYDa+XHaPkdWV5r0ydsYiHg5t6saZfAhDndZiWLSFnqkkvLZ9vaNKAmfoyj+TdaKzl2wBeHdgltf3Bn9xuxr0s4+81af3zru4RjO781Eba4TStTd8v/6JbX2td0a7KFgO6d4v93tH5I2F92Tre1XbgmClJQSVpa2v333+/6P2t3nVqMVpG4zidgH4fH76gDavvB2t26fTs6+81af3xnbOmoo7W4TStDsrx7a9basVdzq8yXdxqV0HPlkZJaz8qM1Lv2vGNHAIA6+DEOqUITjuoSmn+wdr8RsgX7OCQTaGVIlv/RLa/VJFsI6N5p2tpH7WgXrslb6wBwC4mNjQ0NDXWdi4q/yWAwbN682RVyTWXk1eTjSklJCQ0NbaOtGAwGhx/ZIf8Kre9ayh0r9gVjd3cyGAzKR2rrXja9WVvDU45/5MgRBx7ZYDBkZ2e3uKX1H4g1/dDycaz5GC20Yvkdtbi2uU/YQj+0HLCVu9RHP/k/3/4jWNcYVX3+N48DN2bNOegKWjMaO4P6kaiTLDnvc7ZywLeeo0J1VO5n9xHsfiN2dwmb2rIjPCs3tr5LWPlOrQ+1xUzAmuO0mHJYOILlUFt8I801beGDcki2YApv0KBBzcWGNsGjoqJC6xhwS1izZo3WIQAA2oBgXePvAuo6THhe60CgNlIFAIBNZsyYoXUIaBUKUgAAAAAAAFAVc0gBAAAAAABAVRSkAAAAAAAAoCoKUgAAAAAAAFAVBSkAAAAAAACoioIUAAAAAAAAVEVBCgAAAAAAAKqiIAUAAAAAAABVUZACAAAAAACAqihIAQAAAAAAQFUUpAAAAAAAAKAqClIAAAAAAABQlVdSUpLWMcCdXbt27fvvvz927FhlZWWnTp3atWundURwFaWlpbt27fLw8AgKCtI6ljagsrLy66+/zsvLE5HbbrtN63AcprKyMjc3Nycnp7y83M/Pz8/PT+uImjp37tzevXvDwsJuHr6uXbt28uTJY8eOVVRU+Pn5+fr61etnsAAAE3FJREFUahuMkwZbC42atP50ttyKu/Z/KEgV0BxSBVu562hJtuDAYMgW4FK8tQ4AbstoNG7cuHHlypW1tbXKEn9//5kzZz722GPaBgZXYDQaFyxYkJ2dPWPGjH79+mkdjku7evXqSy+99O9//9toNCpLhg8fvmjRovbt22sbWOtt2rRp1apVVVVVyksfH5+nnnrqueee0zaqJj744IM9e/b06tUrOjrafPmXX3757rvvXr9+XXmp0+lmzJgxdepU9YNx9mDb3CdgHkDrT+fmWnHj/g8hVYBFpAo2cePRkmzBIcGQLcA1UZCCs2zevDk5Odnb2/uxxx7r1atXbm7u7t27lyxZEhgY+MADD2gdHTSWmpqanZ2tdRRtQFVV1QsvvJC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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%% Setting\n",
    "[node,elem] = cubemesh([-1,1,-1,1,-1,1],1);\n",
    "mesh = struct('node',node,'elem',elem);\n",
    "option.L0 = 0;\n",
    "option.maxIt = 4;\n",
    "option.elemType = 'ND2';\n",
    "option.printlevel = 1;\n",
    "option.plotflag = 1;\n",
    "imatlab_export_fig('print-png')  % Static png figures.\n",
    "\n",
    "%% Dirichlet boundary condition.\n",
    "fprintf('Dirichlet boundary conditions. \\n');    \n",
    "pde = Maxwelldata2;\n",
    "bdFlag = setboundary3(node,elem,'Dirichlet');\n",
    "femMaxwell3(mesh,pde,option);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Neumann Boundary Condition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Neumann boundary condition. \n",
      "#dof:      436, Direct solver 0.07 \n",
      "#dof:     2936, Direct solver 0.12 \n",
      "Conjugate Gradient Method using HX preconditioner \n",
      "#dof:    21424,   #nnz:   812592,   iter: 48,   err = 9.8413e-09,   time = 0.81 s\n",
      "Conjugate Gradient Method using HX preconditioner \n",
      "#dof:   163424,   #nnz:  6416872,   iter: 48,   err = 7.9588e-09,   time =  6.5 s\n",
      "Table: Error\n",
      " #Dof        h        ||u-u_h||    ||Du-Du_h||   ||DuI-Du_h|| ||uI-u_h||_{max}\n",
      "\n",
      "   436   5.000e-01   9.46920e-02   5.19223e-02   5.21912e-02   1.10980e-01\n",
      "  2936   2.500e-01   2.60741e-02   1.41384e-02   1.33189e-02   1.37866e-02\n",
      " 21424   1.250e-01   6.82809e-03   3.61596e-03   3.28025e-03   1.74118e-03\n",
      "163424   6.250e-02   1.74533e-03   9.11412e-04   8.10177e-04   2.18397e-04\n",
      "\n",
      "Table: CPU time\n",
      " #Dof    Assemble     Solve      Error      Mesh    \n",
      "\n",
      "   436   6.00e-02   7.00e-02   2.00e-02   0.00e+00\n",
      "  2936   9.00e-02   1.20e-01   4.00e-02   0.00e+00\n",
      " 21424   4.60e-01   8.10e-01   2.70e-01   1.00e-02\n",
      "163424   2.87e+00   6.53e+00   1.34e+00   4.00e-02\n",
      "\n"
     ]
    },
    {
     "data": {
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fprintf('Neumann boundary condition. \\n');\n",
    "option.plotflag = 0;\n",
    "pde = Maxwelldata2;\n",
    "mesh.bdFlag = setboundary3(node,elem,'Neumann');\n",
    "femMaxwell3(mesh,pde,option);"
   ]
  },
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   "source": [
    "## Conclusion \n",
    "\n",
    "Both the H(curl)-norm and the L2-norm is 2nd order. \n",
    "\n",
    "MGCG using HX preconditioner converges uniformly in all cases."
   ]
  }
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